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Econophysics

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representation establish an efficiency ranking of different markets and distinguish different bond market dynamics. It was found that more developed countries have stock markets with higher entropy and lower complexity, while those markets from emerging countries have lower entropy and higher complexity. Moreover, the authors conclude that the classification derived from the complexity-entropy causality plane is consistent with the qualifications assigned by major rating companies to the sovereign instruments. A similar study developed by Bariviera et al. explore the relationship between credit ratings and informational efficiency of a sample of corporate bonds of US oil and energy companies using also the complexity–entropy causality plane. They find that this classification agrees with the credit ratings assigned by Moody's.
659: 526:"apparently left economics untouched". He reviews different avenues for quantum economics, some of which he notes are contradictory, settling on "quantum economics therefore needs to take a different kind of leaf from the book of quantum physics, by adopting quantum methods, not because they appear natural or elegant or come pre-approved by some higher authority or bear resemblance to something else, but because they capture in a useful way the most basic properties of what is being studied." 121:. Unsatisfied with the traditional explanations and approaches of economists – which usually prioritized simplified approaches for the sake of soluble theoretical models over agreement with empirical data – they applied tools and methods from physics, first to try to match financial data sets, and then to explain more general economic phenomena. 647:, published a critique of econophysics. They cite important empirical contributions primarily in the areas of finance and industrial economics, but list four concerns with work in the field: lack of awareness of economics work, resistance to rigor, a misplaced belief in universal empirical regularity, and inappropriate models. 124:
One driving force behind econophysics arising at this time was the sudden availability of large amounts of financial data, starting in the 1980s. It became apparent that traditional methods of analysis were insufficient – standard economic methods dealt with homogeneous agents and equilibrium, while
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models used by economists. The fluctuation-dissipation theorem connects the two to establish a concrete correspondence of "temperature", "entropy", "free potential/energy", and other physics notions to an economics system. The statistical mechanics model is not constructed a-priori - it is a result
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is an increasingly large variable in the tail region of the distribution considered (i.e. a price statistics with much more than 10 data). I.e., the events considered are not simply "outliers" but must really be taken into account and cannot be "insured away". It appears that it also plays a role
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says: "Quantum economics and finance is the application of probability based on projective geometry—also known as quantum probability—to modelling in economics and finance. It draws on related areas such as quantum cognition, quantum game theory, quantum computing, and quantum physics." In his
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property (i.e. scale invariant over many orders of magnitude in the data), arising from the tendency of individual market competitors, or of aggregates of them, to exploit systematically and optimally the prevailing "microtrends" (e.g., rising or falling prices). These "fat tails" are not only
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were used in several papers by econophysicist Aurelio F. Bariviera and coauthors in order to assess the degree in the informational efficiency of stock markets. Zunino et al. use an innovative statistical tool in the financial literature: the complexity-entropy causality plane. This Cartesian
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theory. Fat tails can, however, also be due to other phenomena, such as a random number of terms in the central-limit theorem, or any number of other, non-econophysics models. Due to the difficulty in testing such models, they have received less attention in traditional economic analysis.
562:, which may be on the one hand, very small such that one may tend to neglect them, but which - on the other hand - are not negligible at all, i.e. they can never be made exponentially tiny, but instead follow a measurable algebraically decreasing power law, for example with a 374:
has used econophysics to model sociability via implementation of ideas in Humanomics. There, noisy decision making and interaction parameters that facilitate the social action responses of reward and punishment result in spin glass models identical to those in physics.
807:"Econophysics of Wealth Distributions", Eds. A. Chatterjee et al., New Economic Windows, Springer, Milan (2005), & the subsequent eight Proc. Volumes published in 2006, 2007, 2010, 2011, 2013, 2014, 2015 & 2019 in the New Economic Windows series of Springer 816:
Farjoun and Machover disclaim complete originality: their book is dedicated to the late Robert H. Langston, who they cite for direct inspiration (page 12), and they also note an independent suggestion in a discussion paper by
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If "econophysics" is taken to denote the principle of applying statistical mechanics to economic analysis, as opposed to a particular literature or network, priority of innovation is probably due to Emmanuel Farjoun and
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Quantum statistical models have been successfully applied to finance by several groups of econophysicists using different approaches, but the origin of their success may not be due to quantum analogies.
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that near a change of the tendency (e.g. from falling to rising prices) there are typical "panic reactions" of the selling or buying agents with algebraically increasing bargain rapidities and volumes.
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Econophysics Research in India in the last two Decades (1993-2013) (Published in "IIM Kozhikode Society & Management Review", Sage publication (USA), Vol. 2 Issue 2 (July), pp. 135-146 (2013))
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he realized their work overlapped. Together they worked out a new approach to solving stochastic differential equations. Their approach is used to efficiently calculate solutions to the
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equation (see however for a critique of the Black–Scholes methodology). The Black–Scholes theory can be extended to provide an analytical theory of main factors in economic activities.
390:, which can be used to identify the noise in financial correlation matrices. One paper has argued that this technique can improve the performance of portfolios, e.g., in applied in 1273:
Vasiliki Plerou; Parameswaran Gopikrishnan; Bernd Rosenow; Luis Amaral; Thomas Guhr; H. Eugene Stanley (2002). "Random matrix approach to cross correlations in financial data".
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Interview of H. E. Stanley on Econophysics (Published in "IIM Kozhikode Society & Management Review", Sage publication (USA), Vol. 2 Issue 2 (July), pp. 73-78 (2013))
263:, Victor Yakovenko and Yi-Cheng Zhang. Particularly noteworthy among the formal courses on econophysics is the one offered continuously for more than a decade by 264: 236: 2137: 337:, it has been shown that an emergence-producing equilibrium based on information via Shannon information entropy produces the same equilibrium measure ( 1981: 761: 346:
of a boundedly rational assumption and modeling on existing neoclassical models. It has been used to prove the "inevitability of collusion" result of
136:, to describe the large number of papers written by physicists in the problems of (stock and other) markets, in a conference on statistical physics in 3732: 2161: 538:, whose scope and aims significantly differ from those of economic theory. Various econophysicists have introduced models for price fluctuations in 1259: 1177: 1118: 1060: 913: 248: 673: 155:
The almost regular meeting series on the topic include: ECONOPHYS-KOLKATA (held in Kolkata & Delhi), Econophysics Colloquium, ESHIA/ WEHIA.
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The ideology of econophysics is embodied in a new probabilistic economic theory and, on its basis, a unified theory of stock markets.
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Oksendal, Bernt. Stochastic differential equations: an introduction with applications. Springer Science & Business Media, 2013.
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Oksendal, Bernt. Stochastic differential equations: an introduction with applications. Springer Science & Business Media, 2013.
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If, on the other hand, "econophysics" is taken to denote the application of physics to economics, one can consider the works of
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in a case for which the neoclassical version of the model does not predict collusion. Here the demand is increasing, as with
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from statistical mechanics) as a stochastic dynamical equation which represents noisy decisions, both of which are based on
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fallacy preferring to buy more successful stocks and sell those that are less successful, or among short traders during a
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in 1969 for having developed and applied dynamic models for the analysis of economic processes, studied physics with
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Studies in History and Philosophy of Science Part B: Studies in History and Philosophy of Modern Physics
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Abergel, F., Aoyama, H., Chakrabarti, B.K., Chakraborti, A., Deo, N., Raina, D., Vodenska, I. (Eds.),
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Economic Fluctuations and Statistical Physics: Quantifying Extremely Rare and Much Less Rare Events,
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When Physics Became Undisciplined (& Fathers of Econophysics): Cambridge University Thesis (2018)
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The physicists noted the scaling behaviour of "fat tails" through a letter to the scientific journal
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and Imre Kondor. The first book on econophysics was by R. N. Mantegna & H. E. Stanley in 2000.
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Financial Bubbles, Real Estate Bubbles, Derivative Bubbles, and the Financial and Economic Crisis,
2002: 1989: 1964: 1959: 1003:"Inevitability of Collusion in a Coopetitive Bounded Rational Cournot Model with Increasing Demand" 166:, has been applied to the study of productive systems. That is the case with the works done at the 3029: 1718:
Enrico Scalas (2006). "The application of continuous-time random walks in finance and economics".
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Econophysics has nothing to do with the "physical quantities approach" to economics, advocated by
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in Marx's political economy by re-conceptualising the relevant quantities as random variables.
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Dixon, Huw (2000). "keeping up with the Joneses: competition and the evolution of collusion".
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Johnson, Joseph; Tellis, G.J.; Macinnis, D.J. (2005). "Losers, Winners, and Biased Trades".
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Nature Physics Focus issue: Complex networks in finance March 2013 Volume 9 No 3 pp 119–128
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Econophysics was started in the mid-1990s by several physicists working in the subfield of
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in European Funded Research Projects as Forecasting Financial Crises and the Harvard-MIT
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Max Greenberg and H. Oliver Gao, "Twenty-five years of random asset exchange modeling"
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many of the more interesting phenomena in financial markets fundamentally depended on
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Presently, one of the main results of econophysics comprises the explanation of the
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Aplikasi Fisika dalam Analisis Keuangan (Physics Applications in Financial Analysis
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Bariviera, A.F., Zunino, L., Guercio, M.B., Martinez, L.B. and Rosso, O.A. (2013).
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Zunino, L., Bariviera, A.F., Guercio, M.B., Martinez, L.B. and Rosso, O.A. (2012).
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More Heat than Light - Economics as Social Physics, Physics as Nature's Economics
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1996. The inaugural meeting on econophysics was organised in 1998 in Budapest by
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Kishore Chandra Dash, Story of Econophysics, Cambridge Scholars Press (UK, 2019)
3575: 3530: 3508: 3396: 3254: 3239: 3204: 3189: 3169: 3139: 2959: 2610: 2319: 2287: 2194: 2184: 1304: 798:"An Introduction to Econophysics", Cambridge University Press, Cambridge (2000) 708: 678: 664: 429: 99: 51: 2989: 1695: 1682: 1659: 1468: 197: 3706: 3585: 3219: 3209: 3184: 3124: 3119: 3114: 3094: 3084: 3054: 3044: 2949: 2849: 2822: 2586: 2107: 2007: 1858: 1704: 1667: 1589: 359: 338: 91: 79: 3350: 1419:
Bouchaud, J-P.; Potters, M. (2001). "Welcome to a non-Black-Scholes world".
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Income Distribution Dynamics of Economic Systems: An Econophysical Approach
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As in quantum field theory the "fat tails" can be obtained by complicated "
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Gallegati, Mauro; Keen, Steve; Lux, Thomas; Ormerod, Paul (2006-10-01).
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Physical Modeling of Economic Systems. Classical and Quantum Economies.
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An Introduction to Econophysics: Correlations and Complexity in Finance
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Numerical Methods in Finance and Economics: A MATLAB-Based Introduction
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The Unity of Science and Economics: A New Foundation of Economic Theory
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Applications of Statistical Physics to Understanding Complex Systems,
1432: 1237: 3481: 2984: 2914: 2271: 891: 882:, Anirban Chakraborti, Satya R Chakravarty, Arnab Chatterjee (2012). 428:
Various other tools from physics that have so far been used, such as
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Econophysics and Sociophysics: Recent Progress and Future Directions
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as part of it. Indeed, as shown by Bruna Ingrao and Giorgio Israel,
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Conference to mark 25th anniversary of Farjoun and Machover's book
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Orrell, David; Haven, Emmanuel; Hawkins, Raymond J. (2024-01-17).
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Econophysics is having some impacts on the more applied field of
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Bubble trouble: how physics can quantify stock-market crashes,
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Patterns of Speculation - A Study in Observational Econophysics
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Physics models that have been applied in economics include the
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overview article in the same issue, David Orrell outlines how
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Is Inequality Inevitable?; Scientific American, November 2019
1755:"Modelling the short term herding behaviour of stock markets" 949:
Kahneman, Daniel; Sibony, Olivier; Sunstein, Cass R. (2021).
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Econophysics and Sociophysics : Trends and Perspectives
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Laws of Chaos: a probabilistic approach to political economy
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Laws of Chaos: A Probabilistic Approach to Political Economy
856:"Econophysics, 2023-2024 ~ e-Prospectus, Leiden University" 832:"Econophysics, 2012-2013 ~ e-Prospectus, Leiden University" 559: 1537:
Paolo Brandimarte (6 June 2013). "Chapter 1. Motivation".
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models developed to study cardiac arrest, and models with
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in the distribution of many kinds of financial data as a
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Sitabhra Sinha, Arnab Chatterjee, Anirban Chakraborti,
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Journal of Statistical Mechanics: Theory and Experiment
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Physica A: Statistical Mechanics and Its Applications
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Scaling behavior in the dynamics of an economic index
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Physica A: Statistical Mechanics and Its Applications
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mathematically important, because they comprise the
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European Physical Journal B, vol. 97 art. 69 (2024).
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The editorial in the inaugural issue of the journal
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There are also analogies between finance theory and
255:, Jean-Francois Muzy, Enrico Scalas, Angelo Secchi, 1872:Philip Ball (2006). "Econophysics: Culture Crash". 1507:. University of California Press. pp. 115–16. 1641: 1564:Arioli, Gianni; Valente, Giovanni (October 2021). 1391: 598: 542:or original points of view on established models. 2014:, Dahlan, R. M., Hariadi, Y., Suroso, R. (2004). 1566:"What Is Really Quantum in Quantum Econophysics?" 1536: 1380: 884:Econophysics of Income & Wealth Distributions 322:, as developed by many scientists among whom are 208:in economics is based on the physical concept of 82:, was originally trained under the renowned Yale 3704: 2138:Cambridge University Press (Cambridge, UK, 2020) 2089:Cambridge University Press (Cambridge, UK, 2010) 2003:Cambridge University Press (Cambridge, UK, 2004) 1990:Cambridge University Press (Cambridge, UK, 2002) 1977:Cambridge University Press (Cambridge, UK, 1999) 1960:Cambridge University Press (Cambridge, UK, 1989) 1078:Michael J. Campbell and Vernon L. Smith (2021). 78:, former Yale University Professor of Economics 16:Application of physics to the study of economics 1530: 1418: 1394:Theory of Financial Risk and Derivative Pricing 926: 2127:, New Economic Windows Series, Springer (2017) 2085:Finitary Probabilistic Methods in Econophysics 1799:by Rosario N. Mantegna and H. Eugene Stanley: 287:methods often taken from statistical physics. 3380: 3366: 2256: 1999:Dynamics of Markets, Econophysics and Finance 1717: 1563: 1390:Jean-Philippe Bouchaud; Marc Potters (2003). 1119:"On the efficiency of sovereign bond markets" 1052: 1007:Journal of Mathematical Economics and Finance 976:Journal of Economic Behavior and Organization 759:Yale Economic Review, Retrieved October-25-09 1753:Y. Shapira; Y. Berman; E. Ben-Jacob (2014). 1258:: CS1 maint: multiple names: authors list ( 1176:: CS1 maint: multiple names: authors list ( 912:: CS1 maint: multiple names: authors list ( 1871: 1017: 674:Bose–Einstein condensation (network theory) 74:-based preferences. One of the founders of 3373: 3359: 2263: 2249: 2059:, Anirban Chakraborti, Arnab Chatterjee, 1893: 1778: 1694: 1286: 1211: 1153: 592: 106:. In particular, Tinbergen developed the 96:Nobel Memorial Prize in Economic Sciences 34:, usually those including uncertainty or 3733:Interdisciplinary subfields of economics 1811: 1809: 1644:"What is Quantum Finance and Economics?" 1635: 1000: 459: 2096:What has econophysics ever done for us? 2042:Arnab Chatterjee, Sudhakar Yarlagadda, 1602: 1364:Probabilistic Theory of Stock Exchanges 1061:"Congress Wants to Talk About GameStop" 251:, Rosario N. Mantegna, Matteo Marsili, 70:, as an example, was the originator of 3705: 3571:Atomic, molecular, and optical physics 2213:Financial crises and risk management, 1815:See for example Preis, Mantegna, 2003. 1680: 1058: 310:as well as other models developed for 132:The term "econophysics" was coined by 3713:Applied and interdisciplinary physics 3354: 2244: 2112:The Guidance of an Enterprise Economy 2032:Novosibirsk, Nauka (Science) (2005), 1935:Emmanual Farjoun and MoshĂ© Machover, 1806: 1803:, Nature Vol. 376, pages 46-49 (1995) 1452: 1450: 1332: 1330: 973: 368:drive up GameStop stock price in 2021 129:and far-from-equilibrium situations. 50:. Econophysics is closely related to 2083:Ubaldo Garibaldi and Enrico Scalas, 2052:Springer-Verlag Italia (Milan, 2005) 2048:Econophysics of Wealth Distributions 1456: 504: 162:, heavily reliant on analogies from 108:gravity model of international trade 2340:Agent-based computational economics 2229:Physics World Online Lecture Series 1504:Enigmas of Chance: An Autobiography 1500: 1355: 13: 1929: 1447: 1327: 967: 699:Kinetic exchange models of markets 599:{\displaystyle P\propto x^{-4}\,,} 489: 296:kinetic exchange models of markets 172:Observatory of Economic Complexity 14: 3744: 2150: 1827:"Worrying trends in econophysics" 1059:Levine, Matt (18 February 2021). 267:at the Physics Department of the 110:that has become the workhorse of 2798:neoclassical–Keynesian synthesis 1230:10.1088/1742-5468/2013/08/P08007 657: 279:Basic tools of econophysics are 3692:Timeline of physics discoveries 1865: 1818: 1787: 1746: 1711: 1683:"Quantum Economics and Physics" 1674: 1605:"Econophysics for philosophers" 1603:Rickles, Dean (December 2007). 1596: 1557: 1521: 1494: 1485: 1412: 1362:Anatoly V. Kondratenko (2021). 1337:Anatoly V. Kondratenko (2015). 1266: 1184: 1110: 1071: 994: 951:Noise: A Flaw in Human Judgment 942: 920: 872: 529: 518:benefited from the concepts of 1398:. Cambridge University Press. 848: 824: 810: 801: 792: 781: 770: 752: 741: 694:Detrended fluctuation analysis 274: 30:in order to solve problems in 1: 2734:Critique of political economy 2270: 2075:Econophysics: An Introduction 1780:10.1088/1367-2630/16/5/053040 1687:Quantum Economics and Finance 1648:Quantum Economics and Finance 1339:Probabilistic Economic Theory 1001:Campbell, Michael J. (2016). 988:10.1016/s0167-2681(00)00117-7 735: 511:Quantum Economics and Finance 1681:Orrell, David (2024-03-08). 1026:Journal of Consumer Research 630: 540:physics of financial markets 423: 76:neoclassical economic theory 62:Physicists' interest in the 7: 3723:Schools of economic thought 3656:Quantum information science 2177: 1851:10.1016/j.physa.2006.04.029 1833:. Econophysics Colloquium. 1740:10.1016/j.physa.2005.11.024 1629:10.1016/j.shpsb.2007.01.003 1146:10.1016/j.physa.2012.04.009 1104:10.1016/j.physa.2020.125309 650: 308:self-organizing criticality 219:and others associated with 10: 3749: 3487:Classical electromagnetism 2872:Real business-cycle theory 1305:10.1103/PhysRevE.65.066126 936:Princeton University Press 888:Cambridge University Press 493: 463: 456:of statistical mechanics. 404:theory. For instance, the 206:general equilibrium theory 189:solving (their words) the 57: 46:referring to its roots in 3664: 3601: 3529: 3445: 3417: 3389: 3312: 3270: 2912: 2646: 2395: 2360: 2278: 2018:. Bina Sumber Daya MIPA. 1696:10.1177/29767032241237547 1660:10.1177/29767032231210519 1543:. John Wiley & Sons. 1469:10.1007/978-1-4939-3466-9 378:Quantifiers derived from 3593:Condensed matter physics 2065:Wiley-VCH, Berlin (2006) 2028:Anatoly V. Kondratenko. 932:Why Stock Markets Crash? 860:studiegids.leidenuniv.nl 836:studiegids.leidenuniv.nl 386:Another good example is 354:, stock buyers with the 66:is not new (see e.g.,); 2512:Industrial organization 2335:Computational economics 2172:Econophysics Colloquium 2130:Marcelo Byrro Ribeiro, 1941:, Verso (London, 1983) 620:Gaussian approximations 112:international economics 3677:Nobel Prize in Physics 3539:Relativistic mechanics 2717:Modern monetary theory 2382:Experimental economics 2352:Pluralism in economics 2325:Mathematical economics 1759:New Journal of Physics 600: 522:, and yet concepts of 516:neoclassical economics 480:Black–Scholes equation 474:attended a lecture by 406:Black–Scholes equation 392:portfolio optimization 225:Jean-Philippe Bouchaud 210:mechanical equilibrium 191:transformation problem 3728:Statistical mechanics 3682:Philosophy of physics 1570:Philosophy of Science 704:Long-range dependency 601: 460:Statistical mechanics 440:(including so-called 366:group's collusion to 362:as occurred with the 312:earthquake prediction 292:kinetic theory of gas 164:statistical mechanics 119:statistical mechanics 3718:Mathematical finance 3641:Mathematical physics 2591:Social choice theory 2347:Behavioral economics 2330:Complexity economics 1421:Quantitative Finance 684:Complexity economics 570: 536:quantitative finance 388:random matrix theory 127:heterogeneous agents 94:, who won the first 88:Josiah Willard Gibbs 36:stochastic processes 3616:Atmospheric physics 3455:Classical mechanics 3383:branches of physics 2675:American (National) 2375:Economic statistics 2071:Bikas K Chakrabarti 2057:Bikas K Chakrabarti 2044:Bikas K Chakrabarti 1965:Rosario N. Mantegna 1886:2006Natur.441..686B 1843:2006PhyA..370....1G 1771:2014NJPh...16e3040S 1732:2006PhyA..362..225S 1621:2007SHPMP..38..948R 1457:Chen, Jing (2015). 1297:2002PhRvE..65f6126P 1222:2013JSMTE..08..007F 1138:2012PhyA..391.4342Z 1096:2021PhyA..56225309C 953:. William Collins. 900:2013eiwd.book.....C 880:Bikas K Chakrabarti 635:In 2006 economists 564:failure probability 520:classical mechanics 470:When mathematician 466:Feynman–Kac formula 454:Feynman–Kac formula 434:classical mechanics 343:bounded rationality 229:Bikas K Chakrabarti 181:(1983). Their book 48:statistical physics 44:statistical finance 3672:History of physics 2234:2011-12-30 at the 1501:Kac, Mark (1987). 764:2008-05-08 at the 643:, Thomas Lux, and 596: 380:information theory 320:information theory 265:Diego Garlaschelli 253:Joseph L. McCauley 237:Diego Garlaschelli 168:Santa Fe Institute 40:nonlinear dynamics 3700: 3699: 3687:Physics education 3636:Materials science 3603:Interdisciplinary 3561:Quantum mechanics 3348: 3347: 2879:New institutional 2219:Videolectures.net 2209:Videolectures.net 2199:Videolectures.net 2189:Videolectures.net 1969:H. Eugene Stanley 1880:(7094): 686–688. 1550:978-1-118-62557-6 1478:978-1-4939-3464-5 1433:10.1080/713665871 1373:978-5-02-041486-0 1348:978-5-02-019121-1 1275:Physical Review E 1132:(18): 4342–4349. 524:quantum mechanics 505:Quantum economics 446:quantum economics 442:classical economy 438:quantum mechanics 328:Claude E. Shannon 269:Leiden University 261:H. Eugene Stanley 134:H. Eugene Stanley 104:Leiden University 3740: 3626:Chemical physics 3566:Particle physics 3492:Classical optics 3375: 3368: 3361: 3352: 3351: 2552:Natural resource 2387:Economic history 2313:Mechanism design 2265: 2258: 2251: 2242: 2241: 2117:MIT Press (2016) 2110:and Eric Smith, 2079:Wiley-VCH (2010) 1982:Bertrand Roehner 1924: 1923: 1897: 1869: 1863: 1862: 1822: 1816: 1813: 1804: 1791: 1785: 1784: 1782: 1750: 1744: 1743: 1715: 1709: 1708: 1698: 1678: 1672: 1671: 1639: 1633: 1632: 1600: 1594: 1593: 1561: 1555: 1554: 1534: 1528: 1525: 1519: 1518: 1498: 1492: 1489: 1483: 1482: 1454: 1445: 1444: 1416: 1410: 1409: 1397: 1387: 1378: 1377: 1359: 1353: 1352: 1334: 1325: 1324: 1290: 1288:cond-mat/0108023 1270: 1264: 1263: 1257: 1249: 1215: 1197: 1188: 1182: 1181: 1175: 1167: 1157: 1123: 1114: 1108: 1107: 1075: 1069: 1068: 1056: 1050: 1049: 1021: 1015: 1014: 998: 992: 991: 971: 965: 964: 946: 940: 939: 924: 918: 917: 911: 903: 876: 870: 869: 867: 866: 852: 846: 845: 843: 842: 828: 822: 814: 808: 805: 799: 796: 790: 785: 779: 774: 768: 756: 750: 745: 667: 662: 661: 605: 603: 602: 597: 591: 590: 330:, respectively. 324:Murray Gell-Mann 221:neo-Ricardianism 158:In recent years 68:Daniel Bernoulli 3748: 3747: 3743: 3742: 3741: 3739: 3738: 3737: 3703: 3702: 3701: 3696: 3660: 3646:Medical physics 3597: 3556:Nuclear physics 3525: 3519:Non-equilibrium 3441: 3413: 3385: 3379: 3349: 3344: 3341:Business portal 3308: 3307: 3306: 3266: 3030:von Böhm-Bawerk 2918: 2917: 2908: 2680:Ancient thought 2658: 2657: 2651: 2642: 2641: 2640: 2391: 2356: 2308:Contract theory 2293:Decision theory 2274: 2269: 2236:Wayback Machine 2215:Didier Sornette 2205:Didier Sornette 2180: 2153: 2094:Mark Buchanan, 1995:Joseph McCauley 1952:Philip Mirowski 1932: 1930:Further reading 1927: 1904:10.1038/441686a 1895:10.1.1.188.8120 1870: 1866: 1823: 1819: 1814: 1807: 1792: 1788: 1751: 1747: 1716: 1712: 1679: 1675: 1640: 1636: 1601: 1597: 1562: 1558: 1551: 1535: 1531: 1526: 1522: 1515: 1499: 1495: 1490: 1486: 1479: 1455: 1448: 1417: 1413: 1406: 1388: 1381: 1374: 1360: 1356: 1349: 1335: 1328: 1271: 1267: 1251: 1250: 1195: 1189: 1185: 1169: 1168: 1121: 1115: 1111: 1076: 1072: 1057: 1053: 1032:(32): 324–329. 1022: 1018: 999: 995: 972: 968: 961: 947: 943: 928:Didier Sornette 925: 921: 905: 904: 877: 873: 864: 862: 854: 853: 849: 840: 838: 830: 829: 825: 815: 811: 806: 802: 797: 793: 786: 782: 775: 771: 766:Wayback Machine 757: 753: 746: 742: 738: 733: 724:Quantum finance 719:Thermoeconomics 714:Network science 689:Complex network 663: 656: 653: 637:Mauro Gallegati 633: 616:nonperturbative 583: 579: 571: 568: 567: 532: 507: 498: 496:Quantum finance 492: 490:Quantum finance 476:Richard Feynman 468: 462: 450:quantum finance 426: 372:Vernon L. Smith 335:potential games 277: 257:Didier Sornette 233:J. Doyne Farmer 202:Vilfredo Pareto 160:network science 64:social sciences 60: 17: 12: 11: 5: 3746: 3736: 3735: 3730: 3725: 3720: 3715: 3698: 3697: 3695: 3694: 3689: 3684: 3679: 3674: 3668: 3666: 3662: 3661: 3659: 3658: 3653: 3648: 3643: 3638: 3633: 3628: 3623: 3618: 3613: 3607: 3605: 3599: 3598: 3596: 3595: 3590: 3589: 3588: 3583: 3578: 3568: 3563: 3558: 3553: 3552: 3551: 3546: 3535: 3533: 3527: 3526: 3524: 3523: 3522: 3521: 3516: 3509:Thermodynamics 3506: 3505: 3504: 3499: 3489: 3484: 3479: 3478: 3477: 3472: 3467: 3462: 3451: 3449: 3443: 3442: 3440: 3439: 3438: 3437: 3427: 3421: 3419: 3415: 3414: 3412: 3411: 3410: 3409: 3399: 3393: 3391: 3387: 3386: 3378: 3377: 3370: 3363: 3355: 3346: 3345: 3343: 3338: 3333: 3328: 3323: 3318: 3313: 3310: 3309: 3305: 3304: 3299: 3289: 3284: 3278: 3277: 3276: 3274: 3268: 3267: 3265: 3264: 3257: 3252: 3247: 3242: 3237: 3232: 3227: 3222: 3217: 3212: 3207: 3202: 3197: 3192: 3187: 3182: 3177: 3172: 3167: 3162: 3157: 3152: 3147: 3142: 3137: 3132: 3127: 3122: 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Springer. 1459: 1424: 1420: 1414: 1393: 1363: 1357: 1338: 1278: 1274: 1268: 1254:cite journal 1206:(8): 08007. 1203: 1199: 1186: 1172:cite journal 1129: 1125: 1112: 1087: 1083: 1073: 1064: 1054: 1029: 1025: 1019: 1010: 1006: 996: 979: 975: 969: 950: 944: 931: 922: 883: 874: 863:. Retrieved 859: 850: 839:. Retrieved 835: 826: 812: 803: 794: 783: 772: 754: 743: 729:Sznajd model 645:Paul Ormerod 634: 613: 607: 563: 544: 533: 530:Main results 510: 508: 499: 469: 427: 399: 396: 385: 377: 352:Veblen goods 332: 294:(called the 289: 278: 241:Dirk Helbing 217:Ian Steedman 214: 195: 186: 182: 175: 157: 154: 131: 123: 116: 90:. Likewise, 61: 24:non-orthodox 20:Econophysics 19: 18: 3514:Statistical 3430:Theoretical 3407:Engineering 3130:von Neumann 2899:Supply-side 2884:Physiocracy 2828:Marginalism 2517:Information 2457:Engineering 2437:Development 2432:Demographic 2303:Game theory 2280:Theoretical 1155:11336/59368 819:E.T. Jaynes 622:, e.g. the 547:"fat tails" 486:on stocks. 452:), and the 300:percolation 285:statistical 275:Basic tools 198:LĂ©on Walras 140:(erstwhile 3707:Categories 3631:Geophysics 3621:Biophysics 3465:Analytical 3418:Approaches 3287:Economists 3160:Schumacher 3065:Schumpeter 3035:von Wieser 2955:von ThĂĽnen 2915:Economists 2814:Circuitism 2779:Humanistic 2774:Historical 2749:Ecological 2739:Democratic 2712:Chartalism 2702:Behavioral 2665:Mainstream 2626:Statistics 2621:Solidarity 2542:Managerial 2507:Humanistic 2502:Historical 2447:Ecological 2412:Behavioral 2024:9793073527 1837:(1): 1–6. 1238:11336/2007 1213:1509.01839 1090:: 125309. 1013:(1): 7–20. 865:2023-12-24 841:2018-09-10 821:(page 239) 736:References 641:Steve Keen 356:"hot hand" 316:complexity 28:physicists 3581:Molecular 3482:Acoustics 3475:Continuum 3470:Celestial 3460:Newtonian 3447:Classical 3390:Divisions 3205:Greenspan 3170:Samuelson 3150:Galbraith 3120:Tinbergen 3060:von Mises 3055:Heckscher 3015:Edgeworth 2894:Stockholm 2889:Socialist 2789:Keynesian 2769:Happiness 2729:Classical 2690:Mutualism 2685:Anarchist 2670:Heterodox 2567:Personnel 2527:Knowledge 2492:Happiness 2482:Financial 2452:Education 2427:Democracy 2362:Empirical 2272:Economics 1890:CiteSeerX 1859:0378-4371 1720:Physica A 1705:2976-7032 1668:2976-7032 1590:0031-8248 1441:154368053 1366:. 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Index

non-orthodox
physicists
economics
stochastic processes
nonlinear dynamics
statistical finance
statistical physics
social physics
social sciences
Daniel Bernoulli
utility
neoclassical economic theory
Irving Fisher
physicist
Josiah Willard Gibbs
Jan Tinbergen
Nobel Memorial Prize in Economic Sciences
Paul Ehrenfest
Leiden University
gravity model of international trade
international economics
statistical mechanics
heterogeneous agents
H. Eugene Stanley
Kolkata
Calcutta
Physica A
János Kertész
network science
statistical mechanics

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