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materialize due to the communal sharing values" of such organizations. However, this study only analyzed
Chinese firms, which tend to have strong communal sharing values. Information and control benefits of structural holes are still valuable in firms that are not quite as inclusive and cooperative on the firm-wide level. In 2004, Ronald Burt studied 673 managers who ran the supply chain for one of America's largest electronics companies. He found that managers who often discussed issues with other groups were better paid, received more positive job evaluations and were more likely to be promoted. Thus, bridging structural holes can be beneficial to an organization, and in turn, to an individual's career.
76:
1955:
1947:
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3043:, members tend to focus their activities inside their own groups, which stifles creativity and restricts opportunities. A player whose network bridges structural holes has an advantage in detecting and developing rewarding opportunities. Such a player can mobilize social capital by acting as a "broker" of information between two clusters that otherwise would not have been in contact, thus providing access to new ideas, opinions and opportunities. British philosopher and political economist
1809:
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organizations. This dimension is highly connected to the relational dimension which refers to trustworthiness, norms, expectations and identifications of the bonds between partners. The relational dimension explains the nature of these ties which is mainly illustrated by the level of trust accorded to the network of organizations. The cognitive dimension analyses the extent to which organizations share common goals and objectives as a result of their ties and interactions.
7895:
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48:
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872:
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3047:, writes, "it is hardly possible to overrate the value of placing human beings in contact with persons dissimilar to themselves.... Such communication one of the primary sources of progress." Thus, a player with a network rich in structural holes can add value to an organization through new ideas and opportunities. This in turn, helps an individual's career development and advancement.
2697:, much attention has been paid to the social networks among criminal actors. For example, murders can be seen as a series of exchanges between gangs. Murders can be seen to diffuse outwards from a single source, because weaker gangs cannot afford to kill members of stronger gangs in retaliation, but must commit other violent acts to maintain their reputation for strength.
2597:. Many communication concepts describe the transfer of information from one source to another, and can thus be conceived of in terms of a network. Social network analysis has thus been successfully applied to phenomena ranging from the social diffusion of linguistic innovation to the influence of peer learner communication on study abroad second language acquisition.
2499:
of the cliques to be attracted together in the first place. However, being similar, each member of the clique would also know more or less what the other members knew. To find new information or insights, members of the clique will have to look beyond the clique to its other friends and acquaintances. This is what
Granovetter called "the strength of weak ties".
2730:, the study of social networks has led to new sampling methods for estimating and reaching populations that are hard to enumerate (for example, homeless people or intravenous drug users.) For example, respondent driven sampling is a network-based sampling technique that relies on respondents to a survey recommending further respondents.
3051:
of consulting firm Eden McCallum, the founders were able to advance their careers by bridging their connections with former big three consulting firm consultants and mid-size industry firms. By bridging structural holes and mobilizing social capital, players can advance their careers by executing new opportunities between contacts.
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Information within these clusters tends to be rather homogeneous and redundant. Non-redundant information is most often obtained through contacts in different clusters. When two separate clusters possess non-redundant information, there is said to be a structural hole between them. Thus, a network that bridges
3006:
is split into three dimensions: the structural, the relational and the cognitive dimension. The structural dimension describes how partners interact with each other and which specific partners meet in a social network. Also, the structural dimension of social capital indicates the level of ties among
2712:
and another. This line of research seeks to explain why some become "early adopters" of ideas and innovations, and links social network structure with facilitating or impeding the spread of an innovation. A case in point is the social diffusion of linguistic innovation such as neologisms. Experiments
2545:
Research has used network analysis to examine networks created when artists are exhibited together in museum exhibition. Such networks have been shown to affect an artist's recognition in history and historical narratives, even when controlling for individual accomplishments of the artist. Other work
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exists where people have an advantage because of their location in a network. Contacts in a network provide information, opportunities and perspectives that can be beneficial to the central player in the network. Most social structures tend to be characterized by dense clusters of strong connections.
3054:
There has been research that both substantiates and refutes the benefits of information brokerage. A study of high tech
Chinese firms by Zhixing Xiao found that the control benefits of structural holes are "dissonant to the dominant firm-wide spirit of cooperation and the information benefits cannot
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A social capital broker also reaps control benefits of being the facilitator of information flow between contacts. Full communication with exploratory mindsets and information exchange generated by dynamically alternating positions in a social network promotes creative and deep thinking. In the case
2750:
and social "markets". Sociologists, such as Mark
Granovetter, have developed core principles about the interactions of social structure, information, ability to punish or reward, and trust that frequently recur in their analyses of political, economic and other institutions. Granovetter examines how
2498:
The basis of
Heterophily Theory was the finding in one study that more numerous weak ties can be important in seeking information and innovation, as cliques have a tendency to have more homogeneous opinions as well as share many common traits. This homophilic tendency was the reason for the members
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that unravels the size distribution of social groups. Specific characteristics of scale-free networks vary with the theories and analytical tools used to create them, however, in general, scale-free networks have some common characteristics. One notable characteristic in a scale-free network is the
2198:
relationships. Intra-organizational networks themselves often contain multiple levels of analysis, especially in larger organizations with multiple branches, franchises or semi-autonomous departments. In these cases, research is often conducted at a work group level and organization level, focusing
1982:
as to be uninformative. Practical limitations of computing power, ethics and participant recruitment and payment also limit the scope of a social network analysis. The nuances of a local system may be lost in a large network analysis, hence the quality of information may be more important than its
3026:
This particular cluster focuses on brand-image and promotional strategy effectiveness, taking into account the impact of customer participation on sales and brand-image. This is gauged through techniques such as sentiment analysis which rely on mathematical areas of study such as data mining and
3017:
and the role of cooperation and confidence to achieve positive outcomes. The term refers to the value one can get from their social ties. For example, newly arrived immigrants can make use of their social ties to established migrants to acquire jobs they may otherwise have trouble getting (e.g.,
2717:
and collaborators) have shown that cascades of desirable behaviors can be induced in social groups, in settings as diverse as
Honduras villages, Indian slums, or in the lab. Still other experiments have documented the experimental induction of social contagion of voting behavior, emotions, risk
2163:
size that falls between the micro- and macro-levels. However, meso-level may also refer to analyses that are specifically designed to reveal connections between micro- and macro-levels. Meso-level networks are low density and may exhibit causal processes distinct from interpersonal micro-level
2532:, which rests on the basis that having a broad range of contacts is most effective for job attainment. Structural holes have been widely applied in social network analysis, resulting in applications in a wide range of practical scenarios as well as machine learning-based social prediction.
2242:
configurations in the network and can be interpreted as describing the combinations of local social processes from which a given network emerges. These probability models for networks on a given set of actors allow generalization beyond the restrictive dyadic independence assumption of
4740:"Out-of-class peer interactions matter for second language acquisition during short-term overseas sojourns: The contributions of Social Network Analysis [Selected poster presentations from the American Association of Applied Linguistics conference, Denver, USA, March 2020]"
3018:
because of unfamiliarity with the local language). A positive relationship exists between social capital and the intensity of social network use. In a dynamic framework, higher activity in a network feeds into higher social capital which itself encourages more activity.
4801:
2546:
examines how network grouping of artists can affect an individual artist's auction performance. An artist's status has been shown to increase when associated with higher status networks, though this association has diminishing returns over an artist's career.
2528:, this is beneficial to an individual's career because he is more likely to hear of job openings and opportunities if his network spans a wide range of contacts in different industries/sectors. This concept is similar to Mark Granovetter's theory of
4739:
2660:
The study of social networks is being used to examine the nature of interdependencies between actors and the ways in which these are related to outcomes of conflict and cooperation. Areas of study include cooperative behavior among participants in
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that greatly exceeds the average. The highest-degree nodes are often called "hubs", and may serve specific purposes in their networks, although this depends greatly on the social context. Another general characteristic of scale-free networks is the
1601:
between actors. The social network perspective provides a set of methods for analyzing the structure of whole social entities as well as a variety of theories explaining the patterns observed in these structures. The study of these structures uses
1708:
is that social phenomena should be primarily conceived and investigated through the properties of relations between and within units, instead of the properties of these units themselves. Thus, one common criticism of social network theory is that
2075:
is an example of an unbalanced triad, likely to change to a balanced triad by a change in one of the relations. The dynamics of social friendships in society has been modeled by balancing triads. The study is carried forward with the theory of
1801:"). Durkheim gave a non-individualistic explanation of social facts, arguing that social phenomena arise when interacting individuals constitute a reality that can no longer be accounted for in terms of the properties of individual actors.
1974:, such that a globally coherent pattern appears from the local interaction of the elements that make up the system. These patterns become more apparent as network size increases. However, a global network analysis of, for example, all
2199:
on the interplay between the two structures. Experiments with networked groups online have documented ways to optimize group-level coordination through diverse interventions, including the addition of autonomous agents to the groups.
2751:
social structures and social networks can affect economic outcomes like hiring, price, productivity and innovation and describes sociologists' contributions to analyzing the impact of social structure and networks on the economy.
2209:
of social networks became state-of-the-art methods of social network analysis in the 1980s. This framework has the capacity to represent social-structural effects commonly observed in many human social networks, including general
1868:, often are credited with performing some of the first fieldwork from which network analyses were performed, investigating community networks in southern Africa, India and the United Kingdom. Concomitantly, British anthropologist
2609:" referred to a specific geographic location and studies of community ties had to do with who talked, associated, traded, and attended church with whom. Today, however, there are extended "online" communities developed through
2086:: The smallest unit of analysis in a social network is an individual in their social setting, i.e., an "actor" or "ego." Egonetwork analysis focuses on network characteristics, such as size, relationship strength, density,
2516:
will provide network benefits that are in some degree additive, rather than overlapping. An ideal network structure has a vine and cluster structure, providing access to many different clusters and structural holes.
1805:, writing at the turn of the twentieth century, pointed to the nature of networks and the effect of network size on interaction and examined the likelihood of interaction in loosely knit networks rather than groups.
2866:, as groups of people add and/or abandon languages to their repertoire. This may happen through the social diffusion of linguistic innovation, and through second language acquisition via communication with peers.
3080:
context, social pairs exchange different kinds of information, including sending a data file or a computer program as well as providing emotional support or arranging a meeting. With the rise of
2681:
through networks of informal governance; the role of social networks in both intrastate conflict and interstate conflict; and social networking among politicians, constituents, and bureaucrats.
2882:, can be integrated with network theory and the relationships between different actors in the literary network, e.g. writers, critics, publishers, literary histories, etc., can be mapped using
6728:
5522:
1700:. The ties through which any given social unit connects represent the convergence of the various social contacts of that unit. This theoretical approach is, necessarily, relational. An
2928:
that link executives together, as well as associations and connections between individual employees at different organizations. Many organizational social network studies focus on
1637:
in the 1930s to study interpersonal relationships. These approaches were mathematically formalized in the 1950s and theories and methods of social networks became pervasive in the
1938:, and others, developing and applying new models and methods to emerging data available about online social networks, as well as "digital traces" regarding face-to-face networks.
2940:
and power, density and centralization of team instrumental and expressive ties, and the role of between-team networks. Intra-organizational networks have been found to affect
2250:
Examples of a random network and a scale-free network. Each graph has 32 nodes and 32 links. Note the "hubs" (large-degree nodes) in the scale-free diagram (on the right).
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6774:
5752:
Lee, J.; Kim, S. (2011). "Exploring the role of social networks in affective organizational commitment: Network centrality, strength of ties, and structural holes".
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has given rise to new network metrics. A key concern with networks extracted from social media is the lack of robustness of network metrics given missing data.
5382:
7933:
1983:
scale for understanding network properties. Thus, social networks are analyzed at the scale relevant to the researcher's theoretical question. Although
1645:
is now one of the major paradigms in contemporary sociology, and is also employed in a number of other social and formal sciences. Together with other
1457:
2524:
benefits. The main player in a network that bridges structural holes is able to access information from diverse sources and clusters. For example, in
3125:
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levels of network research problems begin at the micro-level, but may cross over into the meso-level of analysis. Subset level research may focus on
5517:
4819:
9149:
9139:
9129:
6162:
Wei, Wei; Joseph, Kenneth; Liu, Huan; Carley, Kathleen M. (2016). "Exploring
Characteristics of Suspended Users and Network Stability on Twitter".
3788:
Wellman, Barry (1988). "Structural analysis: From method and metaphor to theory and substance". pp. 19–61 in B. Wellman and S. D. Berkowitz (eds.)
1816:
Major developments in the field can be seen in the 1930s by several groups in psychology, anthropology, and mathematics working independently. In
2878:, to study various aspects of how literature functions. The basic premise is that polysystem theory, which has been around since the writings of
5318:
Aral, Sinan; Walker, Dylan (2011). "Creating Social
Contagion Through Viral Product Design: A Randomized Trial of Peer Influence in Networks".
4885:
Kim, David A.; Hwong, Alison R.; Stafford, Derek; Hughes, D. Alex; O'Malley, A. James; Fowler, James H.; Christakis, Nicholas A. (2015-07-11).
1880:
set the stage for taking a relational approach to understanding social structure. Later, drawing upon
Parsons' theory, the work of sociologist
4283:
Moreira, André A.; Demétrius R. Paula; Raimundo N. Costa Filho; José S. Andrade Jr. (2006). "Competitive cluster growth in complex networks".
9124:
2215:
2060:
2034:
5884:
5654:
1781:. Tönnies argued that social groups can exist as personal and direct social ties that either link individuals who share values and belief (
455:
5973:
Gaudeul, Alexia; Giannetti, Caterina (2013). "The role of reciprocation in social network formation, with an application to LiveJournal".
4021:
Jones, C.; Volpe, E.H. (2011). "Organizational identification: Extending our understanding of social identities through social networks".
3746:
6649:
8468:
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5853:. In Aref, Samin; Bontcheva, Kalina; Braghieri, Marco; Dignum, Frank; Giannotti, Fosca; Grisolia, Francesco; Pedreschi, Dino (eds.).
1891:
By the 1970s, a growing number of scholars worked to combine the different tracks and traditions. One group consisted of sociologist
1564:
5938:
Wang, Hua & Barry
Wellman (2010). "Social Connectivity in America: Changes in Adult Friendship Network Size from 2002 to 2007".
5600:
Senekal, B. A. (2012). "Die Afrikaanse literêre sisteem: ʼn Eksperimentele benadering met behulp van Sosiale-netwerk-analise (SNA)".
5496:
1918:
Beginning in the late 1990s, social network analysis experienced work by sociologists, political scientists, and physicists such as
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can be characterized by context, direction, and strength. The content of a relation refers to the resource that is exchanged. In a
1629:. Georg Simmel authored early structural theories in sociology emphasizing the dynamics of triads and "web of group affiliations".
5907:"Is There Social Capital in a Social Network Site? Facebook Use and College Students' Life Satisfaction, Trust, and Participation"
5787:
Bowler, W. M.; Brass, D. J. (2011). "Relational correlates of interpersonal citizenship behaviour: A social network perspective".
4121:
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analytics. This area of research produces vast numbers of commercial applications as the main goal of any study is to understand
6502:
5573:
De Nooy, W (2003). "Fields and networks: Correspondence analysis and social network analysis in the framework of Field Theory".
9273:
9180:
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Anheier, H. K.; Romo, F. P. (1995). "Forms of capital and social structure of fields: examining Bourdieu's social topography".
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are useful to a broad range of research enterprises. In social science, these fields of study include, but are not limited to
27:
This article is about the theoretical concept as used in the social and behavioral sciences. For social networking sites, see
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or words, from one language system to another through networks of social interaction. Social networks are also important in
2771:
and education, disease prevention, mental health diagnosis and treatment, and in the study of health care organizations and
2446:), and other features. In contrast, many of the mathematical models of networks that have been studied in the past, such as
9033:
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Borgatti, Stephen P.; Mehra, Ajay; Brass, Daniel J.; Labianca, Giuseppe (2009). "Network Analysis in the Social Sciences".
2883:
2319:
Rather than tracing interpersonal interactions, macro-level analyses generally trace the outcomes of interactions, such as
2467:
Various theoretical frameworks have been imported for the use of social network analysis. The most prominent of these are
1824:
began systematic recording and analysis of social interaction in small groups, especially classrooms and work groups (see
7919:
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combined with social networking software produce a new medium for social interaction. A relationship over a computerized
2949:
2874:
In the study of literary systems, network analysis has been applied by Anheier, Gerhards and Romo, De Nooy, Senekal, and
902:
499:
6202:
7950:
7173:
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6383:
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4779:
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1717:). Precisely because many different types of relations, singular or in combination, form these network configurations,
1447:
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6098:
2190:. Network research on organizations may focus on either intra-organizational or inter-organizational ties in terms of
9283:
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Cranmer, Skyler J.; Desmarais, Bruce A. (2011). "Inferential Network Analysis with Exponential Random Graph Models".
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2924:. Social networks have also been used to examine how organizations interact with each other, characterizing the many
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841:
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Podolny, J. M.; Baron, J. N. (1997). "Resources and relationships: Social networks and mobility in the workplace".
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as social relationships are traced, or may begin with a small group of individuals in a particular social context.
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290:
6025:"The Network Concept of Creativity and Deep Thinking: Applications to Social Opinion Formation and Talent Support"
5346:
4150:"Multiple identities and work motivation: The role of perceived compatibility between nested organizational units"
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Wellman, Barry (2008). "Review: The development of social network analysis: A study in the sociology of science".
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6642:
6233:
Linked: How Everything Is Connected to Everything Else and What It Means for Business, Science, and Everyday Life
5857:. Lecture Notes in Computer Science. Vol. 12467. Cham: Springer International Publishing. pp. 137–151.
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Linked: how everything is connected to everything else and what it means for business, science, and everyday life
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375:
126:
38:
17:
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4993:"Algorithms for seeding social networks can enhance the adoption of a public health intervention in urban India"
2386:, with patterns of complex connections between elements that are neither purely regular nor purely random (see,
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9045:
7768:
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7263:
3145:
1407:
3677:
The Structure of Social Action: A Study in Social Theory with Special Reference to a Group of European Writers
3609:
Freeman, Linton C.; Wellman, Barry (1995). "A note on the ancestral Toronto home of social network analysis".
2557:
are often considered a part of both the social sciences and the humanities, drawing heavily on fields such as
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3582:. Paris: La Haye, Mouton et Co. (Translated, 1969 by J. H. Bell, J. R. von Sturmer, and R. Needham, 1969, as
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1516:
1033:
856:
510:
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Ernstson, Henrich (2010). "Reading list: Using social network analysis (SNA) in social-ecological studies".
3827:
Wellman, Barry. 1988. "Structural Analysis: From Method and Metaphor to Theory and Substance". pp. 19–61 in
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4083:"Mesolevel Networks and the Diffusion of Social Movements: The Case of the Swedish Social Democratic Party"
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1362:
1206:
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175:
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3084:, information exchanged may also correspond to exchanges of money, goods or services in the "real" world.
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explain how temporal changes in connectivity contribute to the formation of structure in social networks.
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1397:
52:
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4887:"Social network targeting to maximise population behaviour change: a cluster randomised controlled trial"
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1975:
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micro-networks, allowing models to be built from theoretical structural foundations of social behavior.
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are among the former students of White who elaborated and championed the analysis of social networks.
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4944:"Induction of social contagion for diverse outcomes in structured experiments in isolated villages"
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1550:
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1412:
919:
385:
220:
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Nagler, Jan; Anna Levina; Marc Timme (2011). "Impact of single links in competitive percolation".
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to identify local and global patterns, locate influential entities, and examine network dynamics.
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2617:. Such devices and services require extensive and ongoing maintenance and analysis, often using
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is a social relationship between two individuals. Network research on dyads may concentrate on
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5721:"Understanding Work Teams From a Network Perspective: A Review and Future Research Directions"
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Lin, Zihang; Zhang, Yuwei; Gong, Qingyuan; Chen, Yang; Oksanen, Atte; Ding, Aaron Yi (2022).
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distribution, which decreases as the node degree increases. This distribution also follows a
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provides a strong impetus for analyzing the relational ties of social units with his work on
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3207:; Faust, Katherine (1994). "Social Network Analysis in the Social and Behavioral Sciences".
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methods have become essential to examining these types of computer mediated communication.
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Xiao, Zhixing; Tsui, Anne (2007). "When Brokers May Not Work: The Cultural Contingency of
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Alexander, Marcus; Forastiere, Laura; Gupta, Swati; Christakis, Nicholas A. (2022-07-26).
4796:
4738:
Paradowski, Michał B.; Jarynowski, Andrzej; Jelińska, Magdalena; Czopek, Karolina (2021).
4191:"Locally noisy autonomous agents improve global human coordination in network experiments"
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8:
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Gardner, Heidi; Eccles, Robert (2011). "Eden McCallum: A Network Based Consulting Firm".
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Few complete theories have been produced from social network analysis. Two that have are
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2266:
2191:
2048:
1903:, who focused on networks in political and community sociology and social movements, and
1872:
codified a theory of social structure that was influential in later network analysis. In
1857:
1742:
1697:
1610:
1342:
1211:
1201:
1196:
1048:
993:
983:
720:
465:
365:
203:
190:
6474:
5362:
5345:
Gile, Krista J.; Beaudry, Isabelle S.; Handcock, Mark S.; Ott, Miles Q. (7 March 2018).
5276:
5204:
5144:
5127:
Bond, RM; Fariss, CJ; Jones, JJ; Kramer, ADI; Marlow, C; Settle, JE; Fowler, JH (2012).
5085:
5008:
4374:
4306:
4206:
3864:
3310:
1899:. Also independently active in the Harvard Social Relations department at the time were
8681:
8245:
7778:
7343:
7097:
7092:
7087:
7077:
7067:
6930:
6797:
6372:
6179:
6144:
6140:
6062:
6036:
5955:
5876:
5769:
5719:
Park, Semin; Grosser, Travis J.; Roebuck, Adam A.; Mathieu, John E. (3 February 2020).
5701:
5646:
5555:
5462:
5454:
5374:
5295:
5262:
5223:
5161:
5128:
5104:
5071:
5059:
5035:
4992:
4919:
4886:
4850:
4488:
4438:
4326:
4292:
4223:
4190:
4171:
4113:
4082:
4000:
3924:
3876:
3850:
3645:
3561:
3340:
3120:
3028:
2995:
2988:
2914:
2810:. The scientific philosophy of human ecology has a diffuse history with connections to
2803:
2743:
2742:
focuses almost entirely on networks of outcomes of social interactions. More narrowly,
2610:
2529:
2521:
2387:
2258:
1979:
1710:
1705:
1181:
1134:
1109:
998:
988:
888:
530:
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445:
400:
350:
320:
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160:
137:
32:
5586:
5422:
5405:
4902:
796:
9002:
8957:
8676:
7748:
7743:
7731:
7726:
7598:
7588:
7508:
7451:
7395:
7205:
7062:
6996:
6970:
6940:
6792:
6701:
6521:
6436:
6417:
6398:
6379:
6356:
6333:
6314:
6295:
6276:
6257:
6238:
6231:
6217:
6054:
5990:
5959:
5923:
5906:
5880:
5866:
5814:
5773:
5650:
5636:
5559:
5466:
5300:
5228:
5166:
5109:
5040:
5022:
4973:
4965:
4924:
4906:
4842:
4636:
4595:
4564:"Historic networks and commemoration: Connections created through museum exhibitions"
4388:
4318:
4228:
4175:
4166:
4149:
4061:
3947:
3928:
3831:, edited by Barry Wellman and S. D. Berkowitz. Cambridge: Cambridge University Press.
3649:
3641:
3628:
Savage, Mike (2008). "Elizabeth Bott and the formation of modern British sociology".
3494:
3466:
3371:
3360:
3332:
3277:
3252:
3220:
3204:
2991:
2921:
2807:
2791:
2787:
2662:
2637:
2578:
2379:
2365:
2331:
2327:
2214:-based structural effects commonly observed in many human social networks as well as
2160:
2012:
1984:
1971:
1963:
1861:
1750:
1714:
1662:
1614:
1478:
1144:
1094:
1003:
978:
748:
692:
672:
630:
610:
440:
430:
360:
210:
155:
6183:
6148:
6066:
5378:
5186:"Experimental evidence of massive-scale emotional contagion through social networks"
4855:
4820:"Murder by Structure: Dominance Relations and the Social Structure of Gang Homicide"
4615:"Networks Created Within Exhibition: The Curators' Effect on Historical Recognition"
4442:
4330:
4048:
de Nooy, Wouter (2012). "Social Network Analysis, Graph Theoretical Approaches to".
4004:
1770:
712:
9098:
9050:
8952:
8857:
8842:
8601:
8556:
8295:
8210:
8160:
8063:
7763:
7608:
7583:
7390:
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7370:
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7147:
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6676:
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6580:
6171:
6136:
6046:
5982:
5947:
5918:
5858:
5806:
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5693:
5628:
5582:
5547:
5446:
5417:
5366:
5327:
5290:
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5208:
5156:
5148:
5099:
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5030:
5012:
4955:
4914:
4898:
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4791:
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4715:
4677:
4667:
4626:
4585:
4575:
4544:
4492:
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4430:
4378:
4310:
4265:
4218:
4210:
4161:
4117:
4105:
4097:
4053:
4030:
3992:
3916:
3880:
3868:
3637:
3553:
3427:
De la division du travail social: étude sur l'organisation des sociétés supérieures
3324:
3069:
3044:
2968:
2633:
2590:
2513:
2403:
2391:
2383:
2239:
2231:
2044:
2022:
1946:
1908:
1758:
1693:
1594:
1582:
1237:
1226:
1124:
1084:
1068:
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704:
560:
515:
470:
415:
355:
270:
235:
185:
75:
5620:
4057:
3344:
2520:
Networks rich in structural holes are a form of social capital in that they offer
2230:-based activity and popularity effects, as derived from explicit hypotheses about
9093:
9068:
8972:
8423:
8013:
7773:
7540:
7535:
7348:
7183:
7036:
7026:
7021:
7006:
6587:
6102:
5986:
5862:
5632:
5526:
5500:
5437:
Granovetter, Mark (2005). "The Impact of Social Structure on Economic Outcomes".
4580:
4563:
3244:
3180:
3140:
3130:
3014:
2902:
2694:
2618:
2407:
2262:
2148:
2056:
2030:
2011:
At the micro-level, social network research typically begins with an individual,
1954:
1935:
1919:
1904:
1877:
1841:
1821:
1718:
1669:
1650:
1646:
1598:
1473:
1254:
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1038:
973:
927:
808:
804:
788:
768:
696:
684:
573:
545:
490:
450:
215:
165:
8200:
6607:
6495:
5406:"Network Sampling: From Snowball and Multiplicity to Respondent-Driven Sampling"
2936:
network studies, research assesses, for example, the predictors and outcomes of
9060:
8898:
8832:
8822:
8757:
8496:
8486:
8310:
7888:
7736:
7648:
7643:
7400:
7321:
7316:
7247:
7200:
7031:
6991:
6827:
6686:
6602:
6311:
The Development of Social Network Analysis: A Study in the Sociology of Science
5129:"A 61-million-person experiment in social influence and political mobilization"
4314:
3920:
3274:
The Development of Social Network Analysis: A Study in the Sociology of Science
3135:
3010:
3003:
2972:
2960:
2863:
2747:
2508:
2472:
2353:
2295:
2282:
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2219:
2064:
2000:
1992:
1892:
1638:
1483:
1289:
1264:
1259:
1233:
1222:
1063:
1058:
1018:
956:
876:
792:
784:
780:
776:
728:
688:
275:
121:
8852:
6175:
5810:
4756:
4720:
4703:
4548:
3455:
For a historical overview of the development of social network analysis, see:
2708:
studies focus on the spread and use of ideas from one actor to another or one
2337:
2311:
model of network evolution shown above is an example of a scale-free network.
9227:
9028:
8656:
8380:
8330:
8220:
8108:
7911:
7839:
7795:
7758:
7688:
7663:
7573:
7471:
7417:
7412:
7168:
7016:
6915:
6691:
6622:
6525:
6518:
Connections Bulletin of the International Network for Social Network Analysis
6292:
The Square and the Tower: Networks and Power, from the Freemasons to Facebook
6221:
6124:
6058:
6050:
5994:
5951:
5765:
5737:
5720:
5450:
5026:
4969:
4910:
4640:
4631:
4614:
4599:
3110:
2783:
2447:
2443:
2419:
2179:
2072:
1927:
1912:
1900:
1808:
1673:
1442:
1347:
1332:
1274:
1023:
1013:
764:
752:
736:
732:
658:
170:
116:
6592:
6552:
5285:
5213:
5094:
5017:
4960:
4943:
3328:
2246:
2091:
8997:
8772:
8438:
8408:
8370:
8335:
8325:
8130:
7638:
7578:
7326:
7284:
7178:
6950:
6662:
6095:
5818:
5331:
5304:
5232:
5170:
5113:
5044:
4977:
4928:
4846:
4392:
4322:
4232:
3336:
3155:
3092:
3064:
2823:
2764:
2670:
2566:
2468:
2451:
2395:
2183:
2111:
2077:
2068:
1950:
Self-organization of a network, based on Nagler, Levina, & Timme (2011)
1849:
1829:
1802:
1793:
1783:
1778:
1777:
foreshadowed the idea of social networks in their theories and research of
1722:
1685:
1630:
1626:
1387:
1284:
1139:
756:
708:
6435:. Structural Analysis in the Social Sciences. Cambridge University Press.
6416:. Structural Analysis in the Social Sciences. Cambridge University Press.
3595:
Barnes, John (1954). "Class and Committees in a Norwegian Island Parish".
2352:
is a term somewhat synonymous with "macro-level." It is primarily used in
9170:
9165:
9088:
8992:
8867:
8862:
8812:
8616:
8576:
8385:
8150:
8103:
8048:
7790:
7678:
7603:
7520:
7439:
7432:
7289:
6529:
4297:
4269:
2999:
2984:
2847:
2690:
2678:
2674:
2492:
2488:
1833:
772:
744:
716:
600:
555:
285:
260:
6617:
6559:
5152:
4838:
4672:
4655:
4214:
47:
9196:
9103:
9073:
8686:
8646:
8561:
8551:
8443:
8365:
8285:
8185:
8145:
8093:
8008:
7844:
7683:
7525:
7483:
7427:
7107:
6945:
6872:
5705:
5494:"Special Issue: Social network analysis in natural resource governance"
5458:
4682:
4590:
4109:
3565:
3412:, Leipzig: Fues's Verlag. (Translated, 1957 by Charles Price Loomis as
3362:
Networks, Crowds, and Markets: Reasoning about a Highly Connected World
3175:
2937:
2879:
2875:
2819:
2727:
2562:
2399:
2274:
2103:
2087:
1881:
1825:
1817:
1622:
1590:
1322:
1279:
1269:
305:
225:
150:
3897:(Princeton Studies in Complexity). Oxford: Princeton University Press.
3872:
1996:
8962:
8817:
8802:
8777:
8736:
8731:
8611:
8566:
8546:
8541:
8501:
8300:
8275:
8255:
8235:
8118:
8083:
8068:
7618:
7515:
7444:
7338:
7311:
4383:
4358:
3765:
3763:
2910:
2859:
2815:
2811:
2739:
2606:
2594:
2582:
2558:
2431:
2361:
2304:
2270:
2235:
2223:
2118:
1967:
1873:
1788:
1754:
1738:
1734:
1634:
1618:
1487:
1043:
724:
680:
67:
5697:
4034:
3557:
2746:
considers behavioral interactions of individuals and groups through
2071:
the triad is the key to social dynamics. The discord in a rivalrous
1713:
is often ignored although this may not be the case in practice (see
940:
8872:
8797:
8792:
8661:
8641:
8571:
8516:
8481:
8428:
8305:
8280:
8265:
8215:
8135:
8053:
6041:
5551:
5267:
4484:
4434:
4101:
3996:
2918:
2843:
2666:
2586:
2324:
2320:
2095:
7883:
7216:
6597:
5076:
4990:
4737:
3855:
3760:
1832:, the foundation for social network theory is the theoretical and
871:
9207:
9202:
9083:
8903:
8787:
8506:
8476:
8418:
8413:
8390:
8360:
8355:
8345:
8205:
8180:
8028:
7963:
7958:
7365:
3893:
Newman, Mark, Albert-László Barabási and Duncan J. Watts (2006).
2831:
2827:
2709:
2574:
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2114:
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1726:
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111:
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Heckathorn, Douglas D.; Cameron, Christopher J. (31 July 2017).
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3770:
Granovetter, Mark (2007). "Introduction for the French Reader".
3515:
The Family Among the Australian Aborigines: A Sociological Study
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8696:
8666:
8651:
8591:
8536:
8531:
8521:
8458:
8448:
8433:
8350:
8340:
8320:
8270:
8240:
8225:
8170:
8043:
8023:
8018:
8003:
7998:
7988:
7978:
7973:
7968:
6696:
6330:
Understanding Social Networks: Theories, Concepts, and Findings
3971:
Understanding social networks: Theories, concepts, and findings
2128:
1991:, there are three general levels into which networks may fall:
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6520:. Toronto: International Network for Social Network Analysis.
6210:
International Journal of Scientific & Engineering Research
5904:
3983:
Granovetter, M. (1976). "Network sampling: Some first steps".
2759:
Analysis of social networks is increasingly incorporated into
1978:
in the world is not feasible and is likely to contain so much
9191:
8847:
8827:
8767:
8746:
8726:
8721:
8706:
8701:
8671:
8626:
8606:
8511:
8375:
8260:
8250:
8155:
8088:
7983:
5627:, Cham: Springer International Publishing, pp. 283–298,
4530:"Structural Hole Theory in Social Network Analysis: A Review"
3803:
Theories and Theory Groups in Contemporary American Sociology
2795:
2167:
1701:
6567:
Guide for virtual social networks for public administrations
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5849:
Koley, Gaurav; Deshmukh, Jayati; Srinivasa, Srinath (2020).
5347:"Methods for Inference from Respondent-Driven Sampling Data"
5248:"The amplification of risk in experimental diffusion chains"
4081:
Hedström, Peter; Sandell, Rickard; Stern, Charlotta (2000).
2047:. Research at this level may concentrate on factors such as
9212:
8631:
8621:
8491:
8453:
8195:
8175:
8123:
8113:
8078:
4942:
Airoldi, Edoardo M.; Christakis, Nicholas A. (2024-05-03).
4767:
from the original on 2023-03-22 – via Cambridge Core.
4704:"Diffusion of linguistic innovation as social coordination"
3429:, Paris: F. Alcan. (Translated, 1964, by Lewis A. Coser as
2933:
2929:
2187:
6775:
List of virtual communities with more than 1 million users
6273:
The Structure of Complex Networks: Theory and Applications
5245:
3296:
1609:
Social networks and the analysis of them is an inherently
8098:
7407:
5718:
2625:
studies, today, also make extensive use of such methods.
2102:. Such analyses, are most commonly used in the fields of
1791:") or impersonal, formal, and instrumental social links (
6461:
5060:"Cooperative behavior cascades in human social networks"
4461:
Burt, Ronald (2004). "Structural Holes and Good Ideas".
3946:(Reprint. ed.). Cambridge : Cambridge Univ. Press.
1907:, who developed the "six degrees of separation" thesis.
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3944:
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3091:
In addition, the sheer size and the volatile nature of
2636:
require methods specific to modelling and interpreting
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4884:
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2382:, which involves substantial non-trivial features of
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Braden, L. E. A.; Teekens, Thomas (September 2019).
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1848:. A group of social anthropologists associated with
6127:(23 June 2006). "Studying Online Social Networks".
4690:
4356:
4143:
4141:
2475:, Social comparison theory, and more recently, the
2364:. Originally, the term was used extensively in the
2029:of the relationship (e.g. multiplexity, strength),
6371:
6230:
6161:
5851:"Social Capital as Engagement and Belief Revision"
5058:Fowler, James H.; Christakis, Nicholas A. (2010).
4728:
4189:Shirado, Hirokazu; Christakis, Nicholas A (2017).
3358:Easley, David; Kleinberg, Jon (2010). "Overview".
2378:: Most larger social networks display features of
44:Social structure made up of a set of social actors
6462:International Network for Social Network Analysis
6414:Social Network Analysis: Methods and Applications
5832:
5830:
5828:
5492:Crona, Beatrice and Klaus Hubacek (eds.) (2010).
5403:
4941:
4656:"Reputation, Status Networks, and the Art Market"
4537:IEEE Transactions on Computational Social Systems
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3211:Social Network Analysis: Methods and Applications
3126:International Network for Social Network Analysis
1897:Harvard University Department of Social Relations
9225:
6430:
5972:
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5057:
4527:
4245:
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3247:(2003). "Networks In and Around Organizations".
3034:
2341:Diagram: section of a large-scale social network
1704:of the social network approach to understanding
6203:"Ad-hoc Social Network: A Comprehensive Survey"
6201:Aneja, Nagender; Gambhir, Sapna (August 2013).
5351:Annual Review of Statistics and Its Application
5255:Proceedings of the National Academy of Sciences
5193:Proceedings of the National Academy of Sciences
5184:Kramer, ADI; Guillory, JE; Hancock, JT (2014).
5064:Proceedings of the National Academy of Sciences
4997:Proceedings of the National Academy of Sciences
4701:
4420:
4047:
3982:
3543:
3456:
3357:
2043:: Add one individual to a dyad, and you have a
7941:
6560:Social Network Analysis Instructional Web Site
6411:
5825:
4562:Braden, L.E.A.; Teekens, Thomas (2020-08-01).
4147:
3941:
3608:
3546:Journal of the Royal Anthropological Institute
3265:
3203:
2238:are given in terms of the prevalence of small
2121:studies of relationships between individuals.
9125:Issues relating to social networking services
7927:
7232:
6643:
6412:Wasserman, Stanley; Faust, Katherine (1994).
6369:
6346:
5479:Levy, Judith and Bernice Pescosolido (2002).
4702:Paradowski, Michał B.; Jonak, Łukasz (2012).
4653:
4561:
3942:Wasserman, Stanley; Faust, Katherine (1998).
3013:is a sociological concept about the value of
2159:In general, meso-level theories begin with a
1558:
896:
6200:
5754:The American Review of Public Administration
5673:
4817:
4508:
4506:
4504:
4502:
4456:
4454:
4452:
3792:, Cambridge, UK: Cambridge University Press.
3528:The social organization of Australian tribes
3463:The Sage Handbook of Social Network Analysis
1672:to study relationships between individuals,
5786:
5537:
5436:
4405:
3769:
3486:
2837:
2700:
2655:
7934:
7920:
7239:
7225:
6650:
6636:
6374:Networked: The New Social Operating System
6129:Journal of Computer-Mediated Communication
5911:Journal of Computer-Mediated Communication
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5317:
4517:. Cambridge, MA: Harvard University Press.
4020:
3530:. Sydney, Australia: University of Sydney
3457:Carrington, Peter J.; Scott, John (2011).
3239:
1565:
1551:
903:
889:
74:
6598:Stanford Large Network Dataset Collection
6503:Social Network Analysis and Mining (SNAM)
6467:
6431:Wellman, Barry; Berkowitz, S. D. (1988).
6040:
5922:
5800:
5736:
5687:
5421:
5294:
5284:
5266:
5222:
5212:
5160:
5103:
5093:
5075:
5034:
5016:
4959:
4918:
4854:
4795:
4755:
4719:
4681:
4671:
4630:
4589:
4579:
4499:
4474:
4449:
4382:
4296:
4259:
4222:
4165:
4016:
4014:
3965:
3963:
3854:
3580:Les structures élémentaires de la parenté
3318:
3199:
3197:
2889:
9176:Decentralized Social Networking Protocol
6327:
6289:
6228:
6022:
5371:10.1146/annurev-statistics-031017-100704
4708:Psychology of Language and Communication
3740:
3526:Radcliffe-Brown, Alfred Reginald (1930)
3391:
3389:
3387:
2336:
2245:
2166:
1953:
1945:
1807:
1649:, it forms part of the nascent field of
46:
6553:Introduction to Social Networks Methods
6308:
6270:
6251:
5625:Analyzing Narratives in Social Networks
5599:
5572:
4521:
3906:
3366:. Cambridge University Press. pp.
3271:
3215:. Cambridge University Press. pp.
2713:and large-scale field trials (e.g., by
2442:, triad significance profile (TSP, see
2186:that distribute tasks for a collective
1812:Moreno's sociogram of a 2nd grade class
14:
9226:
9181:Distributed Social Networking Protocol
6548:(2010) by D. Easley & J. Kleinberg
6347:Mauro, Rios; Petrella, Carlos (2014).
5751:
5618:
4780:"Networks of Conflict and Cooperation"
4777:
4771:
4612:
4011:
3960:
3895:The Structure and Dynamics of Networks
3627:
3194:
2971:in which social networks are central,
2482:
1633:is credited with developing the first
7915:
7220:
6631:
6556:(2005) by R. Hanneman & M. Riddle
6433:Social Structures: A Network Approach
6392:
6105:Capital in Chinese High-tech Firms".
5844:
5842:
4797:10.1146/annurev-polisci-041719-102523
3829:Social Structures: A Network Approach
3790:Social Structures: A Network Approach
3517:. London: University of London Press.
3384:
2998:not mainly for themselves, but for a
2733:
2718:perception, and commercial products.
2438:networks these features also include
2410:features include a heavy tail in the
1941:
51:Evolution graph of a social network:
7870:
6570:(2015) by Mauro D. Ríos (in Spanish)
6370:Rainie, Lee; Wellman, Barry (2012).
6007:
5439:The Journal of Economic Perspectives
5385:from the original on 31 January 2022
5338:
4512:
4460:
3584:The Elementary Structures of Kinship
2869:
2684:
2535:
2462:
2457:
2422:or disassortativity among vertices,
7246:
6618:KONECT – Koblenz network collection
6538:Textbooks and educational resources
6395:Social Network Analysis: A Handbook
4778:Larson, Jennifer M. (11 May 2021).
3490:Social Network Analysis: A Handbook
3397:Social Network Analysis: A Handbook
2950:interpersonal citizenship behaviour
2628:
2502:
24:
6770:List of social networking services
6355:] (in Spanish). Bubok España.
6194:
6164:Social Network Analysis and Mining
6141:10.1111/j.1083-6101.1997.tb00062.x
5839:
4784:Annual Review of Political Science
4023:Journal of Organizational Behavior
3973:. Oxford: Oxford University Press.
2794:study of the relationship between
2706:Diffusion of ideas and innovations
2669:; promotion of peaceful behavior,
2171:Social network diagram, meso-level
1797:, German, commonly translated as "
1787:, German, commonly translated as "
1692:). The term is used to describe a
1613:academic field which emerged from
25:
9300:
6593:UC Irvine Network Data Repository
6581:Pajek's list of lists of datasets
6496:Journal of Mathematical Sociology
6450:
5423:10.1146/annurev-soc-060116-053556
4408:Social networks and organisations
4148:Riketta, M.; Nienber, S. (2007).
3805:. New York: Harper and Row, 1973.
3729:Exchange and Power in Social Life
3716:The American Journal of Sociology
3446:, Leipzig: Duncker & Humblot.
3351:
3166:Social network (sociolinguistics)
2955:
8922:Social network analysis software
7893:
7882:
7869:
7858:
7857:
6961:Social network analysis software
6883:Virtual collective consciousness
6455:
6349:La Quimera de las Redes Sociales
6229:Barabási, Albert-László (2003).
6107:Administrative Science Quarterly
5924:10.1111/j.1083-6101.2009.01474.x
4807:from the original on 2024-08-25.
4343:Barabási, Albert-László (2003).
4167:10.1111/j.1467-8551.2007.00526.x
4052:. Springer. pp. 2864–2877.
3642:10.1111/j.1467-954x.2008.00806.x
3431:The Division of Labor in Society
3151:Scientific collaboration network
2778:
2549:
2281:a scale-free ideal network is a
1962:In general, social networks are
939:
870:
7812:List of social science journals
6813:Organizational network analysis
6378:. Cambridge, Mass.: MIT Press.
6254:Encyclopedia of Social Networks
6155:
6112:
6088:
6073:
6016:
6010:Principles of Political Economy
6001:
5931:
5898:
5887:from the original on 2021-06-09
5780:
5745:
5712:
5667:
5657:from the original on 2023-02-04
5612:
5593:
5566:
5531:
5510:
5486:
5473:
5430:
5311:
5239:
5177:
5120:
5051:
4984:
4935:
4878:
4811:
4647:
4613:Braden, L. E. A. (2021-01-01).
4606:
4555:
4414:
4399:
4350:
4337:
4276:
4239:
4182:
4127:from the original on 2016-03-04
4074:
4041:
3976:
3935:
3900:
3887:
3834:
3821:
3808:
3795:
3782:
3749:from the original on 2012-07-12
3734:
3721:
3708:
3695:
3682:
3669:
3656:
3621:
3602:
3589:
3572:
3537:
3520:
3507:
3479:
3449:
3078:computer-mediated communication
3058:
2540:
2207:Exponential random graph models
456:Peace, war, and social conflict
39:Social network (disambiguation)
9046:Social network hosting service
7769:Science and technology studies
6353:The Chimera of Social Networks
6082:Harvard Business School Review
4406:Kilduff, M.; Tsai, W. (2003).
3705:. New York: Random House, Inc.
3664:The Theory of Social Structure
3513:Malinowski, Bronislaw (1913).
3436:
3419:
3402:
3290:
3233:
3146:Semiotics of social networking
3021:
2854:, focus on the development of
2767:studies but also in models of
2754:
2454:, do not show these features.
2314:
2006:
1639:social and behavioral sciences
13:
1:
9274:Social information processing
6752:Personal knowledge networking
6545:Networks, Crowds, and Markets
6023:Csermely, Peter (July 2017).
5940:American Behavioral Scientist
5789:Journal of Applied Psychology
5587:10.1016/S0304-422X(03)00035-4
5540:American Journal of Sociology
4903:10.1016/S0140-6736(15)60095-2
4827:American Journal of Sociology
4818:Papachristos, Andrew (2009).
4619:American Behavioral Scientist
4463:American Journal of Sociology
4423:American Journal of Sociology
4154:British Journal of Management
4090:American Journal of Sociology
4058:10.1007/978-1-4614-1800-9_176
3985:American Journal of Sociology
3818:. Boston: Little Brown, 1974.
3703:Bureaucracy in Modern Society
3578:Lévi-Strauss, Claude (1967).
3410:Gemeinschaft und Gesellschaft
3187:
3035:Network position and benefits
2946:organizational identification
2721:
2203:Randomly distributed networks
2154:
9135:Problematic social media use
9019:Hospitality exchange service
6823:Social aspects of television
6737:Enterprise social networking
6574:
5987:10.1016/j.socnet.2013.03.003
5863:10.1007/978-3-030-60975-7_11
5676:American Sociological Review
5633:10.1007/978-3-030-68299-6_18
4581:10.1016/j.poetic.2020.101446
4359:"Exploring complex networks"
4357:Strogatz, Steven H. (2001).
3249:Organizations and Organizing
2907:organizational communication
2600:
2507:In the context of networks,
1876:, the early (1930s) work of
7:
6966:Social networking potential
6848:Social media and psychology
6489:Journal of Social Structure
6332:. Oxford University Press.
6309:Freeman, Linton C. (2004).
6275:. Oxford University Press.
6252:Barnett, George A. (2011).
3692:. New York: The Free Press.
3679:. New York: The Free Press.
3408:Tönnies, Ferdinand (1887).
3098:
2370:large-scale network mapping
1976:interpersonal relationships
1656:
1593:or organizations), sets of
10:
9305:
9041:Social network advertising
7943:Social networking services
7053:Algorithmic radicalization
6742:Enterprise social software
6725:Distributed social network
6328:Kadushin, Charles (2012).
5481:Social Networks and Health
5410:Annual Review of Sociology
4315:10.1103/PhysRevE.73.065101
3921:10.1177/009430610803700308
3675:Parsons, Talcott ( 1949).
3062:
2644:, including techniques of
2330:interactions over a large
1764:
127:Human environmental impact
31:. For the 2010 movie, see
26:
9158:
9117:
9059:
9011:
8940:
8914:
8881:
8467:
8399:
7949:
7853:
7820:
7804:
7551:
7277:
7254:
7156:
7113:Six degrees of separation
7045:
6984:
6926:Collaborative consumption
6891:
6863:Social media optimization
6853:Social media intelligence
6783:
6760:
6712:
6669:
6176:10.1007/s13278-016-0358-5
6121:Haythornthwaite, Caroline
5811:10.1037/0021-9010.91.1.70
4757:10.1017/S0261444820000580
4721:10.2478/v10057-012-0010-z
4549:10.1109/TCSS.2021.3070321
3688:Parsons, Talcott (1951).
3666:. London: Cohen and West.
3251:. Pearson Prentice Hall.
3171:Social networking service
3106:Bibliography of sociology
3074:social networking service
2942:organizational commitment
2858:and transfer of changes,
2222:, and at the node-level,
1418:Exponential random (ERGM)
1085:Informational (computing)
29:Social networking service
9284:Sociological terminology
7138:Suicide and the Internet
7123:Social media and suicide
6290:Ferguson, Niall (2018).
6051:10.1177/0016986217701832
5952:10.1177/0002764209356247
5766:10.1177/0275074010373803
5738:10.1177/0149206320901573
5483:. Boston, MA: JAI Press.
5451:10.1257/0895330053147958
4632:10.1177/0002764218800145
4050:Computational Complexity
3718:, (65)6: 545–556, (May).
3586:, Boston: Beacon Press.)
3485:See also the diagram in
3433:, New York: Free Press.)
3425:Durkheim, Emile (1893).
3272:Freeman, Linton (2004).
2852:evolutionary linguistics
2838:Language and linguistics
2701:Diffusion of innovations
2656:Conflict and Cooperation
2646:dynamic network analysis
2642:complex adaptive systems
2605:In J.A. Barnes' day, a "
2477:Social identity approach
2033:, and tendencies toward
1895:and his students at the
1769:In the late 1890s, both
1661:The social network is a
1105:Scientific collaboration
221:Structural functionalism
8932:Web 2.0 Suicide Machine
7457:international relations
7083:Friending and following
7073:Consequential strangers
6868:Social network analysis
5286:10.1073/pnas.1421883112
5214:10.1073/pnas.1320040111
5095:10.1073/pnas.0913149107
5018:10.1073/pnas.2120742119
4961:10.1126/science.adi5147
3630:The Sociological Review
3395:Scott, John P. (2000).
3329:10.1126/science.1165821
3161:Social network analysis
3086:Social network analysis
2615:social network services
2290:relative commonness of
1866:Elizabeth Bott Spillius
1643:Social network analysis
1604:social network analysis
1534:Category:Network theory
1054:Preferential attachment
241:Symbolic interactionism
136:Industrial revolutions
9249:Complex systems theory
9150:User gender difference
8978:Small-world experiment
7784:Quantum social science
7118:Social media addiction
6956:Social media analytics
6843:Social identity theory
6838:Social exchange theory
6833:Social data revolution
6818:Small-world experiment
6720:Corporate social media
6603:M.E.J. Newman datasets
6468:Peer-reviewed journals
6029:Gifted Child Quarterly
5332:10.1287/mnsc.1110.1421
3909:Contemporary Sociology
3442:Simmel, Georg (1908).
2890:Organizational studies
2489:structural role theory
2432:hierarchical structure
2428:stochastic block model
2416:clustering coefficient
2404:technological networks
2342:
2301:clustering coefficient
2251:
2172:
2059:and tendencies toward
1959:
1951:
1932:Nicholas A. Christakis
1924:Albert-László Barabási
1886:social exchange theory
1842:Alfred Radcliffe-Brown
1813:
1747:organizational studies
1423:Random geometric (RGG)
231:Social constructionism
56:
37:. For other uses, see
9289:Sociological theories
9264:Organizational theory
9140:Use in investigations
8059:Foursquare City Guide
7821:Other categorizations
7674:International studies
7659:History of technology
7594:Communication studies
7477:public administration
7058:Community recognition
7002:Collaborative finance
6936:Lateral communication
6747:Mobile social network
5725:Journal of Management
4513:Burt, Ronald (1992).
3969:Kadushin, C. (2012).
3414:Community and Society
2900:informal organization
2769:patient communication
2761:health care analytics
2648:. Mechanisms such as
2623:Community development
2555:Communication Studies
2340:
2249:
2170:
2061:reciprocity/mutuality
2035:reciprocity/mutuality
1957:
1949:
1811:
1731:communication studies
1539:Category:Graph theory
606:Conversation analysis
181:Social stratification
50:
9239:Communication theory
8948:Attention inequality
7654:Historical sociology
7164:Friendship recession
7103:Information overload
7012:Influencer marketing
6901:Account verification
6808:Interpersonal bridge
6803:Attention inequality
6393:Scott, John (1991).
5619:Lotker, Zvi (2021),
4410:. Sage Publications.
3814:Tilly, Charles, ed.
3727:Blau, Peter (1964).
3701:Blau, Peter (1956).
3487:Scott, John (2000).
2926:informal connections
2894:Research studies of
2650:Dual-phase evolution
2346:Large-scale networks
2234:among network ties.
2143:subgroups, or other
1987:are not necessarily
1838:Bronislaw Malinowski
1715:agent-based modeling
1585:made up of a set of
8983:Small-world network
8889:Software comparison
8838:Windows Live Spaces
8808:Tea Party Community
7834:Geisteswissenschaft
7828:Behavioral sciences
7754:Political sociology
7669:Information science
7614:Development studies
7133:Social network game
7128:Social invisibility
6976:Structural cohesion
6921:Collaboration graph
6878:Structural endogamy
6858:Social media mining
6313:. Empirical Press.
6271:Estrada, E (2011).
6008:Mill, John (1909).
5621:"Machine Narrative"
5505:Ecology and Society
5363:2018AnRSA...5...65G
5277:2015PNAS..112.5631M
5205:2014PNAS..111.8788K
5153:10.1038/nature11421
5145:2012Natur.489..295B
5086:2010PNAS..107.5334F
5009:2022PNAS..11920742A
4839:10.2139/ssrn.855304
4673:10.3390/arts8030081
4375:2001Natur.410..268S
4307:2006PhRvE..73f5101M
4215:10.1038/nature22332
4207:2017Natur.545..370S
3865:2011NatPh...7..265N
3801:Mullins, Nicholas.
3662:Nadel, S. F. 1957.
3493:. Sage. p. 8.
3465:. Sage. p. 1.
3311:2009Sci...323..892B
3276:. Empirical Press.
3116:Business networking
3082:electronic commerce
2715:Nicholas Christakis
2571:information science
2483:Indigenous theories
2424:community structure
2412:degree distribution
2350:Large-scale network
2287:degree distribution
2267:degree distribution
2255:Scale-free networks
1846:Claude Lévi-Strauss
1743:information science
1696:determined by such
1599:social interactions
1343:Degree distribution
994:Community structure
191:Social cycle theory
62:Part of a series on
9244:Community building
7889:Society portal
7376:auxiliary sciences
7098:Internet addiction
7093:Influence-for-hire
7088:Friendship paradox
7078:Friend of a friend
7068:Computer addiction
6931:Giant Global Graph
6798:Assortative mixing
6586:2014-10-10 at the
6101:2016-09-14 at the
5855:Social Informatics
5525:2012-04-03 at the
5519:Resilience Science
5499:2012-06-04 at the
5320:Management Science
4954:(6695): eadi5147.
4270:10.1093/pan/mpq037
4248:Political Analysis
3205:Wasserman, Stanley
3121:Collective network
3029:consumer behaviour
2996:goods and services
2915:economic sociology
2808:built environments
2744:economic sociology
2734:Economic sociology
2663:collective actions
2611:telecommunications
2493:heterophily theory
2388:complexity science
2343:
2259:scale-free network
2252:
2173:
2135:and reachability,
2117:analysis or other
2096:isolates, liaisons
2094:and roles such as
1989:mutually exclusive
1985:levels of analysis
1960:
1952:
1942:Levels of analysis
1814:
1706:social interaction
1527:Network scientists
1453:Soft configuration
877:Society portal
500:History of science
481:Race and ethnicity
161:Social environment
57:
34:The Social Network
9269:Self-organization
9221:
9220:
9003:Virtual community
8958:Cybersectarianism
7909:
7908:
7749:Political economy
7744:Political ecology
7599:Community studies
7589:Cognitive science
7552:Interdisciplinary
7452:Political science
7214:
7213:
7206:Virtual community
7063:Complex contagion
6997:Attention economy
6971:Social television
6941:Reputation system
6793:Ambient awareness
6442:978-0-521-24441-1
6423:978-0-521-38269-4
6404:978-0-7619-6338-7
6362:978-9974-99-637-3
6339:978-0-19-537946-4
6320:978-1-59457-714-7
6294:. Penguin Press.
6282:978-0-199-59175-6
6263:978-1-4129-7911-5
6244:978-0-452-28439-5
5872:978-3-030-60975-7
5836:(Claridge, 2018).
5642:978-3-030-68298-9
5261:(18): 5631–5636.
5199:(24): 8788–8790.
5139:(7415): 295–298.
5070:(12): 5334–5338.
4897:(9989): 145–153.
4744:Language Teaching
4369:(6825): 268–276.
4347:. New York: Plum.
4285:Physical Review E
4201:(7654): 370–374.
4067:978-1-4614-1800-9
3873:10.1038/nphys1860
3690:The Social System
3534:monographs, No.1.
3500:978-0-7619-6339-4
3472:978-1-84787-395-8
3377:978-0-521-19533-1
3305:(5916): 892–895.
3283:978-1-59457-714-7
3258:978-0-13-195893-7
3241:Scott, W. Richard
3070:Computer networks
3031:and drive sales.
2870:Literary networks
2792:transdisciplinary
2788:interdisciplinary
2685:Criminal networks
2638:social complexity
2579:political science
2536:Research clusters
2526:business networks
2463:Imported theories
2458:Theoretical links
2434:. In the case of
2380:social complexity
2366:computer sciences
2360:sciences, and in
2108:social psychology
1862:J. Clyde Mitchell
1854:Manchester School
1775:Ferdinand Tönnies
1751:social psychology
1719:network analytics
1711:individual agency
1680:, or even entire
1615:social psychology
1611:interdisciplinary
1575:
1574:
1495:
1494:
1403:Bianconi–Barabási
1297:
1296:
1115:Artificial neural
1090:Telecommunication
913:
912:
631:Social experiment
511:Social psychology
156:Social complexity
16:(Redirected from
9296:
9130:Privacy concerns
9094:Online petitions
9051:Social profiling
8968:1+ million users
8953:Confessions page
8858:Yahoo! Kickstart
8557:Friends Reunited
8064:Foursquare Swarm
7936:
7929:
7922:
7913:
7912:
7897:
7887:
7886:
7873:
7872:
7861:
7860:
7764:Regional science
7609:Cultural studies
7584:Business studies
7241:
7234:
7227:
7218:
7217:
7194:Social profiling
7148:Viral phenomenon
6911:Change detection
6652:
6645:
6638:
6629:
6628:
6533:
6528:. Archived from
6446:
6427:
6408:
6389:
6377:
6366:
6343:
6324:
6305:
6286:
6267:
6248:
6236:
6225:
6207:
6188:
6187:
6159:
6153:
6152:
6116:
6110:
6092:
6086:
6085:
6077:
6071:
6070:
6044:
6020:
6014:
6013:
6005:
5999:
5998:
5970:
5964:
5963:
5946:(8): 1148–1169.
5935:
5929:
5928:
5926:
5902:
5896:
5895:
5893:
5892:
5846:
5837:
5834:
5823:
5822:
5804:
5784:
5778:
5777:
5749:
5743:
5742:
5740:
5731:(6): 1002–1028.
5716:
5710:
5709:
5691:
5671:
5665:
5664:
5663:
5662:
5616:
5610:
5609:
5602:LitNet Akademies
5597:
5591:
5590:
5581:(5–6): 305–327.
5570:
5564:
5563:
5535:
5529:
5514:
5508:
5490:
5484:
5477:
5471:
5470:
5434:
5428:
5427:
5425:
5401:
5395:
5394:
5392:
5390:
5342:
5336:
5335:
5326:(9): 1623–1639.
5315:
5309:
5308:
5298:
5288:
5270:
5252:
5243:
5237:
5236:
5226:
5216:
5190:
5181:
5175:
5174:
5164:
5124:
5118:
5117:
5107:
5097:
5079:
5055:
5049:
5048:
5038:
5020:
4988:
4982:
4981:
4963:
4939:
4933:
4932:
4922:
4882:
4876:
4875:
4873:
4871:
4865:
4859:. Archived from
4858:
4824:
4815:
4809:
4808:
4806:
4799:
4775:
4769:
4768:
4766:
4759:
4735:
4726:
4725:
4723:
4699:
4688:
4687:
4685:
4675:
4651:
4645:
4644:
4634:
4610:
4604:
4603:
4593:
4583:
4559:
4553:
4552:
4534:
4525:
4519:
4518:
4510:
4497:
4496:
4478:
4458:
4447:
4446:
4429:(6): 1360–1380.
4418:
4412:
4411:
4403:
4397:
4396:
4386:
4384:10.1038/35065725
4354:
4348:
4341:
4335:
4334:
4300:
4298:cond-mat/0603272
4280:
4274:
4273:
4263:
4243:
4237:
4236:
4226:
4186:
4180:
4179:
4169:
4145:
4136:
4135:
4133:
4132:
4126:
4087:
4078:
4072:
4071:
4045:
4039:
4038:
4018:
4009:
4008:
3991:(6): 1287–1303.
3980:
3974:
3967:
3958:
3957:
3939:
3933:
3932:
3904:
3898:
3891:
3885:
3884:
3858:
3838:
3832:
3825:
3819:
3812:
3806:
3799:
3793:
3786:
3780:
3779:
3767:
3758:
3757:
3755:
3754:
3738:
3732:
3725:
3719:
3712:
3706:
3699:
3693:
3686:
3680:
3673:
3667:
3660:
3654:
3653:
3625:
3619:
3618:
3606:
3600:
3593:
3587:
3576:
3570:
3569:
3541:
3535:
3524:
3518:
3511:
3505:
3504:
3483:
3477:
3476:
3453:
3447:
3440:
3434:
3423:
3417:
3406:
3400:
3393:
3382:
3381:
3365:
3355:
3349:
3348:
3322:
3294:
3288:
3287:
3269:
3263:
3262:
3245:Davis, Gerald F.
3237:
3231:
3230:
3214:
3201:
3045:John Stuart Mill
3015:social relations
2969:cultural capital
2856:linguistic forms
2634:Complex networks
2629:Complex networks
2591:literary studies
2514:structural holes
2503:Structural holes
2392:dynamical system
2384:network topology
2376:Complex networks
1909:Mark Granovetter
1820:, in the 1930s,
1759:sociolinguistics
1694:social structure
1647:complex networks
1597:ties, and other
1589:actors (such as
1583:social structure
1567:
1560:
1553:
1438:Stochastic block
1428:Hyperbolic (HGN)
1377:
1376:
1240:
1229:
1161:
1160:
1069:Social influence
943:
915:
914:
905:
898:
891:
875:
874:
626:Network analysis
516:Sociocybernetics
506:Social movements
236:Social darwinism
186:Social structure
78:
59:
58:
21:
9304:
9303:
9299:
9298:
9297:
9295:
9294:
9293:
9234:Social networks
9224:
9223:
9222:
9217:
9154:
9145:Use in politics
9113:
9069:Activity stream
9055:
9007:
8973:Online identity
8936:
8910:
8877:
8582:Google Currents
8463:
8424:HCL Connections
8395:
7945:
7940:
7910:
7905:
7881:
7849:
7816:
7800:
7774:Science studies
7558:Administration
7547:
7273:
7250:
7248:Social sciences
7245:
7215:
7210:
7184:Online identity
7152:
7041:
7037:Viral marketing
7027:Social commerce
7022:Sharing economy
7007:Creator economy
6980:
6893:
6887:
6785:
6779:
6756:
6708:
6665:
6659:Social networks
6656:
6623:RSiena datasets
6588:Wayback Machine
6577:
6540:
6508:
6482:Network Science
6475:Social Networks
6470:
6458:
6453:
6443:
6424:
6405:
6386:
6363:
6340:
6321:
6302:
6283:
6264:
6245:
6205:
6197:
6195:Further reading
6192:
6191:
6160:
6156:
6119:Garton, Laura;
6117:
6113:
6103:Wayback Machine
6093:
6089:
6078:
6074:
6021:
6017:
6006:
6002:
5975:Social Networks
5971:
5967:
5936:
5932:
5903:
5899:
5890:
5888:
5873:
5847:
5840:
5835:
5826:
5802:10.1.1.516.8746
5785:
5781:
5750:
5746:
5717:
5713:
5698:10.2307/2657354
5689:10.1.1.114.6822
5672:
5668:
5660:
5658:
5643:
5617:
5613:
5598:
5594:
5571:
5567:
5536:
5532:
5527:Wayback Machine
5515:
5511:
5501:Wayback Machine
5491:
5487:
5478:
5474:
5435:
5431:
5402:
5398:
5388:
5386:
5343:
5339:
5316:
5312:
5250:
5244:
5240:
5188:
5182:
5178:
5125:
5121:
5056:
5052:
4989:
4985:
4940:
4936:
4883:
4879:
4869:
4867:
4866:on 7 April 2014
4863:
4822:
4816:
4812:
4804:
4776:
4772:
4764:
4736:
4729:
4700:
4691:
4652:
4648:
4611:
4607:
4560:
4556:
4532:
4526:
4522:
4511:
4500:
4476:10.1.1.388.2251
4459:
4450:
4419:
4415:
4404:
4400:
4355:
4351:
4342:
4338:
4281:
4277:
4244:
4240:
4187:
4183:
4146:
4139:
4130:
4128:
4124:
4085:
4079:
4075:
4068:
4046:
4042:
4035:10.1002/job.694
4019:
4012:
3981:
3977:
3968:
3961:
3954:
3940:
3936:
3905:
3901:
3892:
3888:
3839:
3835:
3826:
3822:
3813:
3809:
3800:
3796:
3787:
3783:
3768:
3761:
3752:
3750:
3739:
3735:
3726:
3722:
3713:
3709:
3700:
3696:
3687:
3683:
3674:
3670:
3661:
3657:
3626:
3622:
3607:
3603:
3597:Human Relations
3594:
3590:
3577:
3573:
3558:10.2307/2844197
3542:
3538:
3525:
3521:
3512:
3508:
3501:
3484:
3480:
3473:
3454:
3450:
3441:
3437:
3424:
3420:
3407:
3403:
3394:
3385:
3378:
3356:
3352:
3320:10.1.1.536.5568
3295:
3291:
3284:
3270:
3266:
3259:
3238:
3234:
3227:
3202:
3195:
3190:
3185:
3181:Structural fold
3141:Network science
3131:Network society
3101:
3067:
3061:
3037:
3024:
2958:
2892:
2872:
2850:, particularly
2840:
2781:
2765:epidemiological
2757:
2736:
2724:
2703:
2695:urban sociology
2687:
2658:
2631:
2619:network science
2603:
2552:
2543:
2538:
2505:
2485:
2465:
2460:
2436:agency-directed
2408:complex network
2317:
2157:
2057:social equality
2031:social equality
2009:
1964:self-organizing
1944:
1936:James H. Fowler
1920:Duncan J. Watts
1905:Stanley Milgram
1878:Talcott Parsons
1822:Jacob L. Moreno
1767:
1690:differentiation
1670:social sciences
1659:
1651:network science
1571:
1509:
1474:Boolean network
1448:Maximum entropy
1398:Barabási–Albert
1315:
1232:
1221:
1009:Controllability
974:Complex network
961:
948:
947:
946:
945:
944:
928:Network science
909:
869:
862:
861:
822:
812:
811:
739:
665:
651:
649:Major theorists
641:
640:
576:
566:
565:
256:
246:
245:
216:Critical theory
211:Conflict theory
206:
196:
195:
166:Social equality
107:
45:
42:
23:
22:
18:Social networks
15:
12:
11:
5:
9302:
9292:
9291:
9286:
9281:
9279:Social systems
9276:
9271:
9266:
9261:
9259:Network theory
9256:
9251:
9246:
9241:
9236:
9219:
9218:
9216:
9215:
9210:
9205:
9200:
9194:
9189:
9184:
9178:
9173:
9168:
9162:
9160:
9156:
9155:
9153:
9152:
9147:
9142:
9137:
9132:
9127:
9121:
9119:
9115:
9114:
9112:
9111:
9106:
9101:
9096:
9091:
9086:
9081:
9076:
9071:
9065:
9063:
9061:User interface
9057:
9056:
9054:
9053:
9048:
9043:
9038:
9037:
9036:
9026:
9021:
9015:
9013:
9009:
9008:
9006:
9005:
9000:
8995:
8990:
8988:Social network
8985:
8980:
8975:
8970:
8965:
8960:
8955:
8950:
8944:
8942:
8938:
8937:
8935:
8934:
8929:
8924:
8918:
8916:
8912:
8911:
8909:
8908:
8907:
8906:
8901:
8891:
8885:
8883:
8879:
8878:
8876:
8875:
8870:
8865:
8860:
8855:
8850:
8845:
8840:
8835:
8830:
8825:
8820:
8815:
8810:
8805:
8800:
8795:
8790:
8785:
8780:
8775:
8770:
8765:
8760:
8758:SixDegrees.com
8755:
8749:
8744:
8739:
8734:
8729:
8724:
8719:
8714:
8709:
8704:
8699:
8694:
8689:
8684:
8679:
8674:
8669:
8664:
8659:
8654:
8649:
8644:
8639:
8634:
8629:
8624:
8619:
8614:
8609:
8604:
8599:
8594:
8589:
8584:
8579:
8574:
8569:
8564:
8559:
8554:
8549:
8544:
8539:
8534:
8529:
8524:
8519:
8514:
8509:
8504:
8499:
8494:
8489:
8487:Avatars United
8484:
8479:
8473:
8471:
8465:
8464:
8462:
8461:
8456:
8451:
8446:
8441:
8436:
8431:
8426:
8421:
8416:
8411:
8405:
8403:
8397:
8396:
8394:
8393:
8388:
8383:
8378:
8373:
8368:
8363:
8358:
8353:
8348:
8343:
8338:
8333:
8328:
8323:
8318:
8313:
8311:The Meet Group
8308:
8303:
8298:
8293:
8288:
8283:
8278:
8273:
8268:
8263:
8258:
8253:
8248:
8243:
8238:
8233:
8228:
8223:
8218:
8213:
8208:
8203:
8198:
8193:
8188:
8183:
8178:
8173:
8168:
8163:
8158:
8153:
8148:
8143:
8138:
8133:
8128:
8127:
8126:
8116:
8111:
8106:
8101:
8096:
8091:
8086:
8081:
8076:
8071:
8066:
8061:
8056:
8051:
8046:
8041:
8036:
8031:
8026:
8021:
8016:
8011:
8006:
8001:
7996:
7991:
7986:
7981:
7976:
7971:
7966:
7961:
7955:
7953:
7947:
7946:
7939:
7938:
7931:
7924:
7916:
7907:
7906:
7904:
7903:
7891:
7879:
7867:
7854:
7851:
7850:
7848:
7847:
7842:
7837:
7830:
7824:
7822:
7818:
7817:
7815:
7814:
7808:
7806:
7802:
7801:
7799:
7798:
7793:
7788:
7787:
7786:
7781:
7771:
7766:
7761:
7756:
7751:
7746:
7741:
7740:
7739:
7734:
7729:
7721:
7720:
7719:
7717:social science
7714:
7709:
7704:
7699:
7691:
7686:
7681:
7676:
7671:
7666:
7661:
7656:
7651:
7649:Global studies
7646:
7644:Gender studies
7641:
7636:
7635:
7634:
7629:
7627:social science
7623:Environmental
7621:
7616:
7611:
7606:
7601:
7596:
7591:
7586:
7581:
7576:
7571:
7570:
7569:
7564:
7555:
7553:
7549:
7548:
7546:
7545:
7544:
7543:
7538:
7533:
7528:
7523:
7513:
7512:
7511:
7506:
7501:
7496:
7491:
7481:
7480:
7479:
7474:
7469:
7464:
7459:
7449:
7448:
7447:
7437:
7436:
7435:
7430:
7425:
7420:
7415:
7405:
7404:
7403:
7398:
7393:
7388:
7383:
7378:
7373:
7363:
7362:
7361:
7356:
7351:
7346:
7336:
7335:
7334:
7329:
7324:
7322:macroeconomics
7319:
7317:microeconomics
7309:
7308:
7307:
7302:
7297:
7292:
7281:
7279:
7275:
7274:
7272:
7271:
7266:
7261:
7255:
7252:
7251:
7244:
7243:
7236:
7229:
7221:
7212:
7211:
7209:
7208:
7203:
7201:Viral messages
7198:
7197:
7196:
7191:
7186:
7176:
7171:
7166:
7160:
7158:
7157:Related topics
7154:
7153:
7151:
7150:
7145:
7140:
7135:
7130:
7125:
7120:
7115:
7110:
7105:
7100:
7095:
7090:
7085:
7080:
7075:
7070:
7065:
7060:
7055:
7049:
7047:
7043:
7042:
7040:
7039:
7034:
7032:Social sorting
7029:
7024:
7019:
7014:
7009:
7004:
6999:
6994:
6992:Affinity fraud
6988:
6986:
6982:
6981:
6979:
6978:
6973:
6968:
6963:
6958:
6953:
6948:
6943:
6938:
6933:
6928:
6923:
6918:
6913:
6908:
6903:
6897:
6895:
6889:
6888:
6886:
6885:
6880:
6875:
6870:
6865:
6860:
6855:
6850:
6845:
6840:
6835:
6830:
6828:Social capital
6825:
6820:
6815:
6810:
6805:
6800:
6795:
6789:
6787:
6781:
6780:
6778:
6777:
6772:
6766:
6764:
6758:
6757:
6755:
6754:
6749:
6744:
6739:
6734:
6722:
6716:
6714:
6710:
6709:
6707:
6706:
6705:
6704:
6694:
6689:
6684:
6679:
6673:
6671:
6667:
6666:
6655:
6654:
6647:
6640:
6632:
6626:
6625:
6620:
6615:
6613:Gephi datasets
6610:
6608:Pajek datasets
6605:
6600:
6595:
6590:
6576:
6573:
6572:
6571:
6563:
6562:by S. Borgatti
6557:
6549:
6539:
6536:
6535:
6534:
6532:on 2013-07-18.
6506:
6499:
6492:
6485:
6478:
6469:
6466:
6465:
6464:
6457:
6454:
6452:
6451:External links
6449:
6448:
6447:
6441:
6428:
6422:
6409:
6403:
6390:
6385:978-0262017190
6384:
6367:
6361:
6344:
6338:
6325:
6319:
6306:
6301:978-0735222915
6300:
6287:
6281:
6268:
6262:
6249:
6243:
6226:
6216:(8): 156–160.
6196:
6193:
6190:
6189:
6154:
6125:Wellman, Barry
6111:
6087:
6072:
6035:(3): 194–201.
6015:
6000:
5981:(3): 317–330.
5965:
5930:
5917:(4): 875–901.
5897:
5871:
5838:
5824:
5779:
5760:(2): 205–223.
5744:
5711:
5682:(5): 673–693.
5666:
5641:
5611:
5592:
5565:
5552:10.1086/230603
5546:(4): 859–903.
5530:
5509:
5485:
5472:
5429:
5416:(1): 101–119.
5396:
5337:
5310:
5238:
5176:
5119:
5050:
4983:
4934:
4877:
4810:
4770:
4750:(1): 139–143.
4727:
4689:
4646:
4605:
4554:
4543:(3): 724–739.
4520:
4498:
4485:10.1086/421787
4469:(2): 349–399.
4448:
4435:10.1086/225469
4413:
4398:
4349:
4336:
4275:
4261:10.1.1.623.751
4238:
4181:
4137:
4102:10.1086/303109
4096:(1): 145–172.
4073:
4066:
4040:
4029:(3): 413–434.
4010:
3997:10.1086/226224
3975:
3959:
3953:978-0521382694
3952:
3934:
3915:(3): 221–222.
3899:
3886:
3849:(3): 265–270.
3843:Nature Physics
3833:
3820:
3816:An Urban World
3807:
3794:
3781:
3759:
3741:Bernie Hogan.
3733:
3720:
3707:
3694:
3681:
3668:
3655:
3636:(4): 579–605.
3620:
3601:
3588:
3571:
3536:
3519:
3506:
3499:
3478:
3471:
3459:"Introduction"
3448:
3435:
3418:
3401:
3383:
3376:
3350:
3289:
3282:
3264:
3257:
3232:
3225:
3192:
3191:
3189:
3186:
3184:
3183:
3178:
3173:
3168:
3163:
3158:
3153:
3148:
3143:
3138:
3136:Network theory
3133:
3128:
3123:
3118:
3113:
3108:
3102:
3100:
3097:
3063:Main article:
3060:
3057:
3036:
3033:
3023:
3020:
3011:Social capital
3004:Social capital
2975:are marked by
2961:Social capital
2957:
2956:Social capital
2954:
2891:
2888:
2871:
2868:
2864:language shift
2839:
2836:
2830:, and natural
2780:
2777:
2763:, not only in
2756:
2753:
2748:social capital
2735:
2732:
2723:
2720:
2702:
2699:
2686:
2683:
2657:
2654:
2630:
2627:
2602:
2599:
2551:
2548:
2542:
2539:
2537:
2534:
2509:social capital
2504:
2501:
2484:
2481:
2473:Balance theory
2464:
2461:
2459:
2456:
2316:
2313:
2283:random network
2279:network theory
2275:asymptotically
2156:
2153:
2065:balance theory
2008:
2005:
1943:
1940:
1893:Harrison White
1858:John A. Barnes
1771:Émile Durkheim
1766:
1763:
1668:useful in the
1658:
1655:
1641:by the 1980s.
1579:social network
1573:
1572:
1570:
1569:
1562:
1555:
1547:
1544:
1543:
1542:
1541:
1536:
1530:
1529:
1524:
1519:
1511:
1510:
1508:
1507:
1504:
1500:
1497:
1496:
1493:
1492:
1491:
1490:
1481:
1476:
1468:
1467:
1463:
1462:
1461:
1460:
1455:
1450:
1445:
1440:
1435:
1430:
1425:
1420:
1415:
1413:Watts–Strogatz
1410:
1405:
1400:
1395:
1390:
1382:
1381:
1373:
1372:
1368:
1367:
1366:
1365:
1360:
1355:
1350:
1345:
1340:
1335:
1330:
1325:
1317:
1316:
1314:
1313:
1308:
1302:
1299:
1298:
1295:
1294:
1293:
1292:
1287:
1282:
1277:
1272:
1267:
1262:
1257:
1249:
1248:
1244:
1243:
1242:
1241:
1234:Incidence list
1230:
1223:Adjacency list
1219:
1214:
1209:
1204:
1199:
1194:
1192:Data structure
1189:
1184:
1179:
1174:
1166:
1165:
1157:
1156:
1150:
1149:
1148:
1147:
1142:
1137:
1132:
1127:
1122:
1120:Interdependent
1117:
1112:
1107:
1102:
1097:
1092:
1087:
1079:
1078:
1074:
1073:
1072:
1071:
1066:
1064:Network effect
1061:
1059:Balance theory
1056:
1051:
1046:
1041:
1036:
1031:
1026:
1021:
1019:Social capital
1016:
1011:
1006:
1001:
996:
991:
986:
981:
976:
971:
963:
962:
960:
959:
953:
950:
949:
938:
937:
936:
935:
934:
931:
930:
924:
923:
911:
910:
908:
907:
900:
893:
885:
882:
881:
880:
879:
864:
863:
860:
859:
854:
849:
844:
839:
834:
829:
823:
818:
817:
814:
813:
667:
666:
652:
647:
646:
643:
642:
639:
638:
633:
628:
623:
618:
613:
608:
603:
598:
593:
588:
583:
577:
572:
571:
568:
567:
564:
563:
558:
553:
548:
543:
538:
533:
528:
523:
518:
513:
508:
503:
493:
488:
483:
478:
473:
468:
463:
458:
453:
448:
443:
438:
433:
428:
423:
418:
413:
408:
403:
398:
393:
388:
383:
378:
373:
368:
363:
358:
353:
348:
343:
338:
328:
323:
318:
313:
308:
303:
298:
293:
288:
283:
278:
276:Astrosociology
273:
268:
263:
257:
252:
251:
248:
247:
244:
243:
238:
233:
228:
223:
218:
213:
207:
202:
201:
198:
197:
194:
193:
188:
183:
178:
173:
168:
163:
158:
153:
148:
134:
129:
124:
122:Human behavior
119:
114:
108:
105:
104:
101:
100:
99:
98:
93:
88:
80:
79:
71:
70:
64:
63:
53:Barabási model
43:
9:
6:
4:
3:
2:
9301:
9290:
9287:
9285:
9282:
9280:
9277:
9275:
9272:
9270:
9267:
9265:
9262:
9260:
9257:
9255:
9252:
9250:
9247:
9245:
9242:
9240:
9237:
9235:
9232:
9231:
9229:
9214:
9211:
9209:
9206:
9204:
9201:
9198:
9195:
9193:
9190:
9188:
9185:
9182:
9179:
9177:
9174:
9172:
9169:
9167:
9164:
9163:
9161:
9157:
9151:
9148:
9146:
9143:
9141:
9138:
9136:
9133:
9131:
9128:
9126:
9123:
9122:
9120:
9116:
9110:
9107:
9105:
9102:
9100:
9097:
9095:
9092:
9090:
9087:
9085:
9082:
9080:
9077:
9075:
9072:
9070:
9067:
9066:
9064:
9062:
9058:
9052:
9049:
9047:
9044:
9042:
9039:
9035:
9032:
9031:
9030:
9029:Online dating
9027:
9025:
9022:
9020:
9017:
9016:
9014:
9010:
9004:
9001:
8999:
8996:
8994:
8991:
8989:
8986:
8984:
8981:
8979:
8976:
8974:
8971:
8969:
8966:
8964:
8961:
8959:
8956:
8954:
8951:
8949:
8946:
8945:
8943:
8939:
8933:
8930:
8928:
8925:
8923:
8920:
8919:
8917:
8913:
8905:
8902:
8900:
8897:
8896:
8895:
8892:
8890:
8887:
8886:
8884:
8880:
8874:
8871:
8869:
8866:
8864:
8861:
8859:
8856:
8854:
8851:
8849:
8846:
8844:
8841:
8839:
8836:
8834:
8831:
8829:
8826:
8824:
8821:
8819:
8816:
8814:
8811:
8809:
8806:
8804:
8801:
8799:
8796:
8794:
8791:
8789:
8786:
8784:
8781:
8779:
8776:
8774:
8771:
8769:
8766:
8764:
8761:
8759:
8756:
8753:
8750:
8748:
8745:
8743:
8740:
8738:
8735:
8733:
8730:
8728:
8725:
8723:
8720:
8718:
8715:
8713:
8710:
8708:
8705:
8703:
8700:
8698:
8695:
8693:
8690:
8688:
8685:
8683:
8680:
8678:
8675:
8673:
8670:
8668:
8665:
8663:
8660:
8658:
8655:
8653:
8650:
8648:
8645:
8643:
8640:
8638:
8635:
8633:
8630:
8628:
8625:
8623:
8620:
8618:
8615:
8613:
8610:
8608:
8605:
8603:
8600:
8598:
8595:
8593:
8590:
8588:
8585:
8583:
8580:
8578:
8575:
8573:
8570:
8568:
8565:
8563:
8560:
8558:
8555:
8553:
8550:
8548:
8545:
8543:
8540:
8538:
8535:
8533:
8530:
8528:
8525:
8523:
8520:
8518:
8515:
8513:
8510:
8508:
8505:
8503:
8500:
8498:
8495:
8493:
8490:
8488:
8485:
8483:
8480:
8478:
8475:
8474:
8472:
8470:
8466:
8460:
8457:
8455:
8452:
8450:
8447:
8445:
8442:
8440:
8437:
8435:
8432:
8430:
8427:
8425:
8422:
8420:
8417:
8415:
8412:
8410:
8407:
8406:
8404:
8402:
8398:
8392:
8389:
8387:
8384:
8382:
8379:
8377:
8374:
8372:
8369:
8367:
8364:
8362:
8359:
8357:
8354:
8352:
8349:
8347:
8344:
8342:
8339:
8337:
8334:
8332:
8329:
8327:
8324:
8322:
8319:
8317:
8314:
8312:
8309:
8307:
8304:
8302:
8299:
8297:
8294:
8292:
8289:
8287:
8284:
8282:
8279:
8277:
8274:
8272:
8269:
8267:
8264:
8262:
8259:
8257:
8254:
8252:
8249:
8247:
8244:
8242:
8239:
8237:
8234:
8232:
8229:
8227:
8224:
8222:
8221:Odnoklassniki
8219:
8217:
8214:
8212:
8209:
8207:
8204:
8202:
8199:
8197:
8194:
8192:
8189:
8187:
8184:
8182:
8179:
8177:
8174:
8172:
8169:
8167:
8164:
8162:
8159:
8157:
8154:
8152:
8149:
8147:
8144:
8142:
8139:
8137:
8134:
8132:
8129:
8125:
8122:
8121:
8120:
8117:
8115:
8112:
8110:
8107:
8105:
8102:
8100:
8097:
8095:
8092:
8090:
8087:
8085:
8082:
8080:
8077:
8075:
8072:
8070:
8067:
8065:
8062:
8060:
8057:
8055:
8052:
8050:
8047:
8045:
8042:
8040:
8037:
8035:
8032:
8030:
8027:
8025:
8022:
8020:
8017:
8015:
8012:
8010:
8007:
8005:
8002:
8000:
7997:
7995:
7992:
7990:
7987:
7985:
7982:
7980:
7977:
7975:
7972:
7970:
7967:
7965:
7962:
7960:
7957:
7956:
7954:
7952:
7948:
7944:
7937:
7932:
7930:
7925:
7923:
7918:
7917:
7914:
7902:
7901:
7896:
7892:
7890:
7885:
7880:
7878:
7877:
7868:
7866:
7865:
7856:
7855:
7852:
7846:
7843:
7841:
7840:Human science
7838:
7836:
7835:
7831:
7829:
7826:
7825:
7823:
7819:
7813:
7810:
7809:
7807:
7803:
7797:
7796:Vegan studies
7794:
7792:
7789:
7785:
7782:
7780:
7777:
7776:
7775:
7772:
7770:
7767:
7765:
7762:
7760:
7759:Public health
7757:
7755:
7752:
7750:
7747:
7745:
7742:
7738:
7735:
7733:
7730:
7728:
7725:
7724:
7722:
7718:
7715:
7713:
7710:
7708:
7705:
7703:
7700:
7698:
7695:
7694:
7693:Philosophies
7692:
7690:
7689:Media studies
7687:
7685:
7682:
7680:
7677:
7675:
7672:
7670:
7667:
7665:
7664:Human ecology
7662:
7660:
7657:
7655:
7652:
7650:
7647:
7645:
7642:
7640:
7637:
7633:
7630:
7628:
7625:
7624:
7622:
7620:
7617:
7615:
7612:
7610:
7607:
7605:
7602:
7600:
7597:
7595:
7592:
7590:
7587:
7585:
7582:
7580:
7577:
7575:
7574:Anthrozoology
7572:
7568:
7565:
7563:
7560:
7559:
7557:
7556:
7554:
7550:
7542:
7539:
7537:
7534:
7532:
7529:
7527:
7524:
7522:
7519:
7518:
7517:
7514:
7510:
7507:
7505:
7502:
7500:
7499:developmental
7497:
7495:
7492:
7490:
7487:
7486:
7485:
7482:
7478:
7475:
7473:
7472:public policy
7470:
7468:
7465:
7463:
7460:
7458:
7455:
7454:
7453:
7450:
7446:
7443:
7442:
7441:
7438:
7434:
7431:
7429:
7426:
7424:
7423:legal systems
7421:
7419:
7418:legal history
7416:
7414:
7413:jurisprudence
7411:
7410:
7409:
7406:
7402:
7399:
7397:
7394:
7392:
7389:
7387:
7384:
7382:
7379:
7377:
7374:
7372:
7369:
7368:
7367:
7364:
7360:
7357:
7355:
7352:
7350:
7347:
7345:
7342:
7341:
7340:
7337:
7333:
7330:
7328:
7325:
7323:
7320:
7318:
7315:
7314:
7313:
7310:
7306:
7303:
7301:
7298:
7296:
7293:
7291:
7288:
7287:
7286:
7283:
7282:
7280:
7276:
7270:
7267:
7265:
7262:
7260:
7257:
7256:
7253:
7249:
7242:
7237:
7235:
7230:
7228:
7223:
7222:
7219:
7207:
7204:
7202:
7199:
7195:
7192:
7190:
7187:
7185:
7182:
7181:
7180:
7177:
7175:
7172:
7170:
7169:Peer pressure
7167:
7165:
7162:
7161:
7159:
7155:
7149:
7146:
7144:
7141:
7139:
7136:
7134:
7131:
7129:
7126:
7124:
7121:
7119:
7116:
7114:
7111:
7109:
7106:
7104:
7101:
7099:
7096:
7094:
7091:
7089:
7086:
7084:
7081:
7079:
7076:
7074:
7071:
7069:
7066:
7064:
7061:
7059:
7056:
7054:
7051:
7050:
7048:
7044:
7038:
7035:
7033:
7030:
7028:
7025:
7023:
7020:
7018:
7017:Narrowcasting
7015:
7013:
7010:
7008:
7005:
7003:
7000:
6998:
6995:
6993:
6990:
6989:
6987:
6983:
6977:
6974:
6972:
6969:
6967:
6964:
6962:
6959:
6957:
6954:
6952:
6949:
6947:
6944:
6942:
6939:
6937:
6934:
6932:
6929:
6927:
6924:
6922:
6919:
6917:
6916:Blockmodeling
6914:
6912:
6909:
6907:
6904:
6902:
6899:
6898:
6896:
6890:
6884:
6881:
6879:
6876:
6874:
6871:
6869:
6866:
6864:
6861:
6859:
6856:
6854:
6851:
6849:
6846:
6844:
6841:
6839:
6836:
6834:
6831:
6829:
6826:
6824:
6821:
6819:
6816:
6814:
6811:
6809:
6806:
6804:
6801:
6799:
6796:
6794:
6791:
6790:
6788:
6782:
6776:
6773:
6771:
6768:
6767:
6765:
6763:
6759:
6753:
6750:
6748:
6745:
6743:
6740:
6738:
6735:
6732:
6731:
6726:
6723:
6721:
6718:
6717:
6715:
6711:
6703:
6700:
6699:
6698:
6695:
6693:
6690:
6688:
6685:
6683:
6680:
6678:
6675:
6674:
6672:
6668:
6664:
6660:
6653:
6648:
6646:
6641:
6639:
6634:
6633:
6630:
6624:
6621:
6619:
6616:
6614:
6611:
6609:
6606:
6604:
6601:
6599:
6596:
6594:
6591:
6589:
6585:
6582:
6579:
6578:
6569:
6568:
6564:
6561:
6558:
6555:
6554:
6550:
6547:
6546:
6542:
6541:
6531:
6527:
6523:
6519:
6515:
6513:
6507:
6505:
6504:
6500:
6498:
6497:
6493:
6491:
6490:
6486:
6484:
6483:
6479:
6477:
6476:
6472:
6471:
6463:
6460:
6459:
6456:Organizations
6444:
6438:
6434:
6429:
6425:
6419:
6415:
6410:
6406:
6400:
6396:
6391:
6387:
6381:
6376:
6375:
6368:
6364:
6358:
6354:
6350:
6345:
6341:
6335:
6331:
6326:
6322:
6316:
6312:
6307:
6303:
6297:
6293:
6288:
6284:
6278:
6274:
6269:
6265:
6259:
6255:
6250:
6246:
6240:
6235:
6234:
6227:
6223:
6219:
6215:
6211:
6204:
6199:
6198:
6185:
6181:
6177:
6173:
6169:
6165:
6158:
6150:
6146:
6142:
6138:
6134:
6130:
6126:
6122:
6115:
6108:
6104:
6100:
6097:
6091:
6083:
6076:
6068:
6064:
6060:
6056:
6052:
6048:
6043:
6038:
6034:
6030:
6026:
6019:
6011:
6004:
5996:
5992:
5988:
5984:
5980:
5976:
5969:
5961:
5957:
5953:
5949:
5945:
5941:
5934:
5925:
5920:
5916:
5912:
5908:
5901:
5886:
5882:
5878:
5874:
5868:
5864:
5860:
5856:
5852:
5845:
5843:
5833:
5831:
5829:
5820:
5816:
5812:
5808:
5803:
5798:
5794:
5790:
5783:
5775:
5771:
5767:
5763:
5759:
5755:
5748:
5739:
5734:
5730:
5726:
5722:
5715:
5707:
5703:
5699:
5695:
5690:
5685:
5681:
5677:
5670:
5656:
5652:
5648:
5644:
5638:
5634:
5630:
5626:
5622:
5615:
5607:
5603:
5596:
5588:
5584:
5580:
5576:
5569:
5561:
5557:
5553:
5549:
5545:
5541:
5534:
5528:
5524:
5521:
5520:
5513:
5506:
5502:
5498:
5495:
5489:
5482:
5476:
5468:
5464:
5460:
5456:
5452:
5448:
5444:
5440:
5433:
5424:
5419:
5415:
5411:
5407:
5400:
5384:
5380:
5376:
5372:
5368:
5364:
5360:
5356:
5352:
5348:
5341:
5333:
5329:
5325:
5321:
5314:
5306:
5302:
5297:
5292:
5287:
5282:
5278:
5274:
5269:
5264:
5260:
5256:
5249:
5242:
5234:
5230:
5225:
5220:
5215:
5210:
5206:
5202:
5198:
5194:
5187:
5180:
5172:
5168:
5163:
5158:
5154:
5150:
5146:
5142:
5138:
5134:
5130:
5123:
5115:
5111:
5106:
5101:
5096:
5091:
5087:
5083:
5078:
5073:
5069:
5065:
5061:
5054:
5046:
5042:
5037:
5032:
5028:
5024:
5019:
5014:
5010:
5006:
5002:
4998:
4994:
4987:
4979:
4975:
4971:
4967:
4962:
4957:
4953:
4949:
4945:
4938:
4930:
4926:
4921:
4916:
4912:
4908:
4904:
4900:
4896:
4892:
4888:
4881:
4862:
4857:
4852:
4848:
4844:
4840:
4836:
4833:(1): 74–128.
4832:
4828:
4821:
4814:
4803:
4798:
4793:
4790:(1): 89–107.
4789:
4785:
4781:
4774:
4763:
4758:
4753:
4749:
4745:
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4732:
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4340:
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4328:
4324:
4320:
4316:
4312:
4308:
4304:
4299:
4294:
4291:(6): 065101.
4290:
4286:
4279:
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4253:
4249:
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4234:
4230:
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4059:
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4051:
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4002:
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3994:
3990:
3986:
3979:
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3955:
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3938:
3930:
3926:
3922:
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3910:
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3870:
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3862:
3857:
3852:
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3844:
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3830:
3824:
3817:
3811:
3804:
3798:
3791:
3785:
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3744:
3737:
3730:
3724:
3717:
3711:
3704:
3698:
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3685:
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3672:
3665:
3659:
3651:
3647:
3643:
3639:
3635:
3631:
3624:
3616:
3612:
3605:
3599:, (7): 39–58.
3598:
3592:
3585:
3581:
3575:
3567:
3563:
3559:
3555:
3551:
3547:
3540:
3533:
3529:
3523:
3516:
3510:
3502:
3496:
3492:
3491:
3482:
3474:
3468:
3464:
3460:
3452:
3445:
3439:
3432:
3428:
3422:
3415:
3411:
3405:
3398:
3392:
3390:
3388:
3379:
3373:
3369:
3364:
3363:
3354:
3346:
3342:
3338:
3334:
3330:
3326:
3321:
3316:
3312:
3308:
3304:
3300:
3293:
3285:
3279:
3275:
3268:
3260:
3254:
3250:
3246:
3242:
3236:
3228:
3226:9780521387071
3222:
3218:
3213:
3212:
3206:
3200:
3198:
3193:
3182:
3179:
3177:
3174:
3172:
3169:
3167:
3164:
3162:
3159:
3157:
3154:
3152:
3149:
3147:
3144:
3142:
3139:
3137:
3134:
3132:
3129:
3127:
3124:
3122:
3119:
3117:
3114:
3112:
3111:Blockmodeling
3109:
3107:
3104:
3103:
3096:
3094:
3089:
3087:
3083:
3079:
3075:
3071:
3066:
3056:
3052:
3048:
3046:
3042:
3041:organizations
3032:
3030:
3019:
3016:
3012:
3008:
3005:
3001:
2997:
2993:
2990:
2986:
2982:
2978:
2974:
2970:
2966:
2963:is a form of
2962:
2953:
2951:
2947:
2943:
2939:
2935:
2931:
2927:
2923:
2920:
2916:
2912:
2908:
2904:
2903:relationships
2901:
2897:
2887:
2885:
2884:visualization
2881:
2877:
2867:
2865:
2861:
2857:
2853:
2849:
2845:
2835:
2833:
2829:
2825:
2821:
2817:
2813:
2809:
2805:
2801:
2797:
2793:
2789:
2785:
2784:Human ecology
2779:Human ecology
2776:
2774:
2770:
2766:
2762:
2752:
2749:
2745:
2741:
2738:The field of
2731:
2729:
2719:
2716:
2711:
2707:
2698:
2696:
2692:
2682:
2680:
2676:
2672:
2668:
2664:
2653:
2651:
2647:
2643:
2639:
2635:
2626:
2624:
2620:
2616:
2612:
2608:
2598:
2596:
2592:
2588:
2584:
2580:
2576:
2572:
2568:
2564:
2560:
2556:
2550:Communication
2547:
2533:
2531:
2527:
2523:
2518:
2515:
2510:
2500:
2496:
2494:
2490:
2480:
2478:
2474:
2470:
2455:
2453:
2452:random graphs
2449:
2445:
2444:network motif
2441:
2437:
2433:
2429:
2425:
2421:
2420:assortativity
2417:
2413:
2409:
2405:
2401:
2397:
2393:
2389:
2385:
2381:
2377:
2373:
2371:
2367:
2363:
2359:
2355:
2351:
2347:
2339:
2335:
2333:
2329:
2326:
2322:
2312:
2310:
2306:
2302:
2297:
2293:
2288:
2284:
2280:
2276:
2272:
2268:
2264:
2260:
2256:
2248:
2244:
2241:
2237:
2233:
2229:
2225:
2221:
2217:
2213:
2208:
2204:
2200:
2197:
2193:
2189:
2185:
2184:social groups
2181:
2180:organizations
2177:
2176:Organizations
2169:
2165:
2162:
2152:
2150:
2146:
2145:group actions
2142:
2138:
2134:
2130:
2126:
2122:
2120:
2116:
2113:
2109:
2105:
2101:
2097:
2093:
2089:
2085:
2081:
2079:
2078:signed graphs
2074:
2073:love triangle
2070:
2066:
2062:
2058:
2055:, as well as
2054:
2050:
2046:
2042:
2041:Triadic level
2038:
2036:
2032:
2028:
2024:
2020:
2016:
2014:
2004:
2002:
1998:
1994:
1990:
1986:
1981:
1977:
1973:
1969:
1965:
1956:
1948:
1939:
1937:
1933:
1929:
1928:Peter Bearman
1925:
1921:
1916:
1914:
1913:Barry Wellman
1910:
1906:
1902:
1901:Charles Tilly
1898:
1894:
1889:
1887:
1883:
1879:
1875:
1871:
1867:
1863:
1859:
1855:
1851:
1847:
1843:
1839:
1835:
1831:
1827:
1823:
1819:
1810:
1806:
1804:
1800:
1796:
1795:
1790:
1786:
1785:
1780:
1779:social groups
1776:
1772:
1762:
1760:
1756:
1752:
1748:
1744:
1740:
1736:
1732:
1728:
1724:
1720:
1716:
1712:
1707:
1703:
1699:
1695:
1691:
1687:
1683:
1679:
1678:organizations
1675:
1671:
1667:
1664:
1654:
1652:
1648:
1644:
1640:
1636:
1632:
1628:
1624:
1620:
1616:
1612:
1607:
1605:
1600:
1596:
1592:
1588:
1584:
1580:
1568:
1563:
1561:
1556:
1554:
1549:
1548:
1546:
1545:
1540:
1537:
1535:
1532:
1531:
1528:
1525:
1523:
1520:
1518:
1515:
1514:
1513:
1512:
1505:
1502:
1501:
1499:
1498:
1489:
1485:
1482:
1480:
1477:
1475:
1472:
1471:
1470:
1469:
1465:
1464:
1459:
1458:LFR Benchmark
1456:
1454:
1451:
1449:
1446:
1444:
1443:Blockmodeling
1441:
1439:
1436:
1434:
1431:
1429:
1426:
1424:
1421:
1419:
1416:
1414:
1411:
1409:
1408:Fitness model
1406:
1404:
1401:
1399:
1396:
1394:
1391:
1389:
1386:
1385:
1384:
1383:
1379:
1378:
1375:
1374:
1370:
1369:
1364:
1361:
1359:
1356:
1354:
1351:
1349:
1348:Assortativity
1346:
1344:
1341:
1339:
1336:
1334:
1331:
1329:
1326:
1324:
1321:
1320:
1319:
1318:
1312:
1309:
1307:
1304:
1303:
1301:
1300:
1291:
1288:
1286:
1283:
1281:
1278:
1276:
1273:
1271:
1268:
1266:
1263:
1261:
1258:
1256:
1253:
1252:
1251:
1250:
1246:
1245:
1239:
1235:
1231:
1228:
1224:
1220:
1218:
1215:
1213:
1210:
1208:
1205:
1203:
1200:
1198:
1195:
1193:
1190:
1188:
1185:
1183:
1180:
1178:
1175:
1173:
1170:
1169:
1168:
1167:
1163:
1162:
1159:
1158:
1155:
1152:
1151:
1146:
1143:
1141:
1138:
1136:
1133:
1131:
1128:
1126:
1123:
1121:
1118:
1116:
1113:
1111:
1108:
1106:
1103:
1101:
1098:
1096:
1093:
1091:
1088:
1086:
1083:
1082:
1081:
1080:
1077:Network types
1076:
1075:
1070:
1067:
1065:
1062:
1060:
1057:
1055:
1052:
1050:
1047:
1045:
1042:
1040:
1037:
1035:
1032:
1030:
1027:
1025:
1024:Link analysis
1022:
1020:
1017:
1015:
1014:Graph drawing
1012:
1010:
1007:
1005:
1002:
1000:
997:
995:
992:
990:
987:
985:
982:
980:
977:
975:
972:
970:
967:
966:
965:
964:
958:
955:
954:
952:
951:
942:
933:
932:
929:
926:
925:
921:
917:
916:
906:
901:
899:
894:
892:
887:
886:
884:
883:
878:
873:
868:
867:
866:
865:
858:
855:
853:
850:
848:
845:
843:
842:Organizations
840:
838:
835:
833:
830:
828:
825:
824:
821:
816:
815:
810:
806:
802:
798:
794:
791: ·
790:
787: ·
786:
782:
778:
774:
770:
766:
762:
758:
754:
750:
747: ·
746:
743:
740:
738:
734:
730:
726:
722:
718:
714:
710:
706:
702:
698:
694:
690:
686:
682:
679: ·
678:
674:
671:
664:
660:
657:
654:
653:
650:
645:
644:
637:
634:
632:
629:
627:
624:
622:
619:
617:
614:
612:
609:
607:
604:
602:
599:
597:
596:Computational
594:
592:
589:
587:
584:
582:
579:
578:
575:
570:
569:
562:
559:
557:
554:
552:
549:
547:
544:
542:
539:
537:
534:
532:
529:
527:
524:
522:
519:
517:
514:
512:
509:
507:
504:
501:
497:
494:
492:
489:
487:
484:
482:
479:
477:
474:
472:
469:
467:
464:
462:
459:
457:
454:
452:
449:
447:
444:
442:
439:
437:
434:
432:
429:
427:
424:
422:
419:
417:
414:
412:
409:
407:
404:
402:
399:
397:
394:
392:
389:
387:
384:
382:
379:
377:
374:
372:
369:
367:
364:
362:
359:
357:
354:
352:
349:
347:
344:
342:
341:Environmental
339:
336:
332:
329:
327:
324:
322:
319:
317:
314:
312:
309:
307:
304:
302:
299:
297:
294:
292:
291:Consciousness
289:
287:
284:
282:
279:
277:
274:
272:
269:
267:
264:
262:
259:
258:
255:
250:
249:
242:
239:
237:
234:
232:
229:
227:
224:
222:
219:
217:
214:
212:
209:
208:
205:
200:
199:
192:
189:
187:
184:
182:
179:
177:
174:
172:
171:Social equity
169:
167:
164:
162:
159:
157:
154:
152:
149:
147:
143:
139:
135:
133:
130:
128:
125:
123:
120:
118:
117:Globalization
115:
113:
110:
109:
103:
102:
97:
94:
92:
89:
87:
84:
83:
82:
81:
77:
73:
72:
69:
66:
65:
61:
60:
54:
49:
40:
36:
35:
30:
19:
9254:Hyperreality
9118:Implications
9012:Applications
8998:User profile
8987:
8773:Spotify Live
8752:Sciencescape
8439:ResearchGate
8409:Academia.edu
8401:Professional
8336:Truth Social
8131:IRC-Galleria
7898:
7874:
7862:
7832:
7639:Food studies
7579:Area studies
7332:mathematical
7327:econometrics
7285:Anthropology
7179:User profile
6951:Social graph
6784:Concepts and
6729:
6682:Professional
6663:social media
6658:
6565:
6551:
6543:
6530:the original
6517:
6511:
6501:
6494:
6487:
6480:
6473:
6432:
6413:
6394:
6373:
6352:
6348:
6329:
6310:
6291:
6272:
6253:
6232:
6213:
6209:
6167:
6163:
6157:
6132:
6128:
6114:
6106:
6090:
6081:
6075:
6032:
6028:
6018:
6009:
6003:
5978:
5974:
5968:
5943:
5939:
5933:
5914:
5910:
5900:
5889:. Retrieved
5854:
5795:(1): 70–82.
5792:
5788:
5782:
5757:
5753:
5747:
5728:
5724:
5714:
5679:
5675:
5669:
5659:, retrieved
5624:
5614:
5605:
5601:
5595:
5578:
5574:
5568:
5543:
5539:
5533:
5518:
5512:
5504:
5488:
5480:
5475:
5445:(1): 33–50.
5442:
5438:
5432:
5413:
5409:
5399:
5389:21 September
5387:. Retrieved
5357:(1): 65–93.
5354:
5350:
5340:
5323:
5319:
5313:
5258:
5254:
5241:
5196:
5192:
5179:
5136:
5132:
5122:
5067:
5063:
5053:
5000:
4996:
4986:
4951:
4947:
4937:
4894:
4890:
4880:
4868:. Retrieved
4861:the original
4830:
4826:
4813:
4787:
4783:
4773:
4747:
4743:
4714:(2): 53–64.
4711:
4707:
4663:
4659:
4649:
4625:(1): 25–43.
4622:
4618:
4608:
4571:
4567:
4557:
4540:
4536:
4523:
4514:
4466:
4462:
4426:
4422:
4416:
4407:
4401:
4366:
4362:
4352:
4344:
4339:
4288:
4284:
4278:
4254:(1): 66–86.
4251:
4247:
4241:
4198:
4194:
4184:
4157:
4153:
4129:. Retrieved
4093:
4089:
4076:
4049:
4043:
4026:
4022:
3988:
3984:
3978:
3970:
3943:
3937:
3912:
3908:
3902:
3894:
3889:
3846:
3842:
3836:
3828:
3823:
3815:
3810:
3802:
3797:
3789:
3784:
3775:
3771:
3751:. Retrieved
3736:
3728:
3723:
3715:
3710:
3702:
3697:
3689:
3684:
3676:
3671:
3663:
3658:
3633:
3629:
3623:
3614:
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3604:
3596:
3591:
3583:
3579:
3574:
3549:
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3539:
3531:
3527:
3522:
3514:
3509:
3489:
3481:
3462:
3451:
3443:
3438:
3430:
3426:
3421:
3413:
3409:
3404:
3396:
3361:
3353:
3302:
3298:
3292:
3273:
3267:
3248:
3235:
3210:
3156:Social graph
3093:social media
3090:
3068:
3065:Social media
3059:Social media
3053:
3049:
3038:
3025:
3009:
2973:transactions
2959:
2917:, and other
2893:
2873:
2841:
2824:anthropology
2782:
2758:
2737:
2725:
2704:
2688:
2675:public goods
2671:social norms
2659:
2632:
2613:devices and
2604:
2567:anthropology
2553:
2544:
2541:Art Networks
2519:
2506:
2497:
2486:
2469:Graph theory
2466:
2396:chaos theory
2375:
2374:
2345:
2344:
2318:
2254:
2253:
2232:dependencies
2220:transitivity
2202:
2201:
2175:
2174:
2158:
2125:Subset level
2124:
2123:
2119:genealogical
2112:ethnographic
2083:
2082:
2069:Fritz Heider
2053:transitivity
2040:
2039:
2019:Dyadic level
2018:
2017:
2010:
1961:
1917:
1890:
1856:, including
1850:Max Gluckman
1834:ethnographic
1830:anthropology
1815:
1803:Georg Simmel
1794:Gesellschaft
1792:
1784:Gemeinschaft
1782:
1768:
1723:anthropology
1698:interactions
1686:social units
1660:
1631:Jacob Moreno
1627:graph theory
1608:
1578:
1576:
1433:Hierarchical
1388:Random graph
1236: /
1225: /
1207:Neighborhood
1099:
1049:Transitivity
1029:Optimization
827:Bibliography
741:
669:
668:
655:
621:Mathematical
601:Ethnographic
581:Quantitative
266:Architecture
204:Perspectives
176:Social power
33:
9171:AT Protocol
9166:ActivityPub
9089:Like button
8993:Thirst trap
8894:White-label
8868:Yahoo! Meme
8863:Yahoo! Mash
8853:Yahoo! 360°
8813:Third Voice
8617:iTunes Ping
8577:Google Buzz
8386:Xiaohongshu
8151:LiveJournal
8104:Hive Social
8049:Draugiem.lv
7900:Wikiversity
7791:Social work
7679:Linguistics
7604:Criminology
7521:criminology
7504:personality
7462:comparative
7440:Linguistics
7433:private law
7290:archaeology
7174:Researchers
6906:Aggregation
6512:Connections
4683:1765/119341
4591:1765/127209
4110:10016/34606
3772:Sociologica
3617:(2): 15–19.
3611:Connections
3552:(1): 1–12.
3022:Advertising
3000:common good
2985:cooperation
2977:reciprocity
2848:linguistics
2842:Studies of
2755:Health care
2691:criminology
2679:communities
2585:as well as
2522:information
2440:reciprocity
2315:Macro level
2273:, at least
2216:reciprocity
2084:Actor level
2013:snowballing
2007:Micro level
2001:macro-level
1993:micro-level
1980:information
1870:S. F. Nadel
1663:theoretical
1591:individuals
1479:agent based
1393:Erdős–Rényi
1034:Reciprocity
999:Percolation
984:Small-world
832:Terminology
801:Baudrillard
677:Tocqueville
591:Comparative
586:Qualitative
556:Victimology
386:Immigration
371:Generations
286:Criminology
9228:Categories
9197:OpenSocial
9104:Reblogging
9074:Brand page
9034:comparison
8783:Streetlife
8687:Musical.ly
8647:LunarStorm
8602:Houseparty
8562:Friendster
8552:FriendFeed
8444:Solaborate
8201:MX TakaTak
8186:micro.blog
8161:Marco Polo
8146:Letterboxd
8094:GNU social
7845:Humanities
7779:historical
7712:psychology
7684:Management
7526:demography
7484:Psychology
7467:philosophy
7428:public law
7359:integrated
7108:Overchoice
6946:Social bot
6892:Models and
6873:Social web
6702:Adolescent
6042:1702.06342
5891:2021-06-09
5661:2022-03-16
5268:1504.05331
4574:: 101446.
4160:: S61–77.
4131:2012-02-26
3753:2012-06-15
3444:Soziologie
3188:References
3176:Social web
2938:centrality
2886:from SNA.
2880:Even-Zohar
2820:psychology
2798:and their
2728:demography
2722:Demography
2563:psychology
2400:biological
2358:behavioral
2332:population
2269:follows a
2236:Parameters
2164:networks.
2161:population
2155:Meso level
2104:psychology
2088:centrality
1997:meso-level
1958:Centrality
1882:Peter Blau
1826:sociometry
1818:psychology
1635:sociograms
1623:statistics
1506:Categories
1363:Efficiency
1358:Modularity
1338:Clustering
1323:Centrality
1311:Algorithms
1135:Dependency
1110:Biological
989:Scale-free
857:By country
611:Historical
536:Technology
476:Punishment
461:Philosophy
436:Mathematic
426:Literature
391:Industrial
381:Historical
306:Demography
226:Positivism
151:Popularity
106:Key themes
9199:(defunct)
9183:(defunct)
9159:Protocols
8963:Fediverse
8818:tribe.net
8778:Spring.me
8737:Posterous
8732:PlanetAll
8717:Periscope
8612:IdeaPlane
8597:Highlight
8567:Grono.net
8547:FitFinder
8542:Eyegroove
8502:BranchOut
8301:Tal Canal
8276:ShareChat
8256:Promo.com
8236:Pinterest
8119:Instagram
8069:Friendica
8014:Clubhouse
7723:Planning
7702:economics
7619:Education
7516:Sociology
7494:cognitive
7445:semiotics
7396:political
7354:technical
7339:Geography
7312:Economics
7046:Phenomena
6985:Economics
6894:processes
6575:Data sets
6526:0226-1766
6510:"INSNA –
6222:2229-5518
6059:0016-9862
5995:0378-8733
5960:144525876
5881:222233101
5797:CiteSeerX
5774:145641976
5684:CiteSeerX
5651:241976819
5560:143587142
5467:263519132
5077:0908.3497
5027:0027-8424
4970:0036-8075
4911:1474-547X
4666:(3): 81.
4641:0002-7642
4600:0304-422X
4471:CiteSeerX
4256:CiteSeerX
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3929:140433919
3856:1103.0922
3650:145286556
3315:CiteSeerX
2932:. Within
2922:transfers
2911:economics
2816:sociology
2812:geography
2740:sociology
2621:methods.
2607:community
2601:Community
2595:semiotics
2583:economics
2559:sociology
2530:weak ties
2414:, a high
2398:), as do
2362:economics
2323:or other
2305:power law
2271:power law
2228:attribute
2224:homophily
2178:: Formal
2063:. In the
2027:structure
1874:sociology
1789:community
1755:sociology
1739:geography
1735:economics
1682:societies
1666:construct
1619:sociology
1255:Bipartite
1177:Component
1095:Transport
1044:Homophily
1004:Evolution
979:Contagion
673:Martineau
616:Interview
541:Terrorism
521:Sociology
466:Political
406:Knowledge
326:Education
68:Sociology
9187:Micropub
8941:Concepts
8927:Diaspora
8882:Services
8798:Talkbits
8793:Surfbook
8682:Multiply
8662:Miiverse
8642:Lifeknot
8517:eConozco
8482:AsianAve
8429:LinkedIn
8306:Taringa!
8281:Snapchat
8266:Readgeek
8216:Nextdoor
8211:My World
8166:Mastodon
8136:Kuaishou
8054:Facebook
8034:Diaspora
7951:Personal
7864:Category
7732:regional
7727:land use
7562:business
7531:internet
7489:abnormal
7391:military
7381:economic
7371:cultural
7344:physical
7305:physical
7295:cultural
6786:theories
6762:Services
6713:Networks
6677:Personal
6584:Archived
6514:Journal"
6397:. Sage.
6256:. Sage.
6237:. Plum.
6184:18520393
6149:29051307
6135:(1): 0.
6099:Archived
6067:14419926
5885:Archived
5819:16435939
5655:archived
5523:Archived
5497:Archived
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5305:25902519
5233:24889601
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5114:20212120
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4870:29 March
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4847:19852186
4802:Archived
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4331:45651735
4323:16906890
4233:28516927
4122:Archived
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3747:Archived
3337:19213908
3099:See also
3039:In many
2994:produce
2965:economic
2919:resource
2844:language
2667:protests
2665:such as
2587:rhetoric
2448:lattices
2328:transfer
2325:resource
2321:economic
2309:Barabási
2292:vertices
2240:subgraph
2196:informal
2149:behavior
2141:cohesive
2133:distance
2092:prestige
1968:emergent
1852:and the
1836:work of
1657:Overview
1522:Software
1484:Epidemic
1466:Dynamics
1380:Topology
1353:Distance
1290:Weighted
1265:Directed
1260:Complete
1164:Features
1125:Semantic
920:a series
918:Part of
852:Timeline
837:Journals
805:Bourdieu
797:Habermas
793:Luhmann
789:Foucault
733:Mannheim
713:Durkheim
486:Religion
446:Military
411:Language
396:Internet
351:Feminist
335:Jealousy
321:Economic
316:Disaster
311:Deviance
254:Branches
132:Identity
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9099:Polling
9084:Hashtag
8904:Wall.fm
8788:StudiVZ
8763:Skyrock
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8316:Threads
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8029:Cyworld
7994:Bluesky
7964:Amikumu
7959:23snaps
7876:Commons
7707:history
7697:science
7632:studies
7366:History
7278:Primary
7264:History
7259:Outline
7189:Persona
5706:2657354
5575:Poetics
5459:4134991
5359:Bibcode
5296:4426405
5273:Bibcode
5224:4066473
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4568:Poetics
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4224:5912653
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3532:Oceania
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2800:natural
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2100:bridges
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1972:complex
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1765:History
1727:biology
1306:Metrics
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1130:Spatial
1039:Closure
809:Giddens
807:·
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783:·
781:Goffman
777:Schoeck
763:·
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729:Du Bois
727:·
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715:·
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701:Tönnies
699:·
685:Spencer
683:·
661:·
574:Methods
551:Utopian
496:Science
441:Medical
431:Marxist
421:Leisure
331:Emotion
296:Culture
112:Society
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7989:BeReal
7979:Ask.fm
7974:Are.na
7969:aNobii
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2192:formal
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1999:, and
1970:, and
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1828:). In
1757:, and
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1674:groups
1625:, and
1595:dyadic
1587:social
1517:Topics
1371:Models
1328:Degree
1285:Random
1238:matrix
1227:matrix
1217:Vertex
1172:Clique
1154:Graphs
1100:Social
957:Theory
847:People
785:Bauman
765:Nisbet
761:Merton
753:Gehlen
749:Adorno
742:1900s:
717:Addams
709:Simmel
705:Veblen
697:Pareto
689:Le Bon
670:1800s:
663:Sieyès
656:1700s:
636:Survey
561:Visual
471:Public
376:Health
366:Gender
356:Fiscal
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8828:tvtag
8768:So.cl
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6692:Value
6670:Types
6351:[
6206:(PDF)
6180:S2CID
6145:S2CID
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6037:arXiv
5956:S2CID
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3646:S2CID
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969:Graph
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