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Fractal analysis

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more random in their behaviour patterns, indicates that there has been an alteration in the functionality of the individual. Using fractal analysis, it is possible to examine the movement sequential complexity of animal behaviour and to determine whether individuals are experiencing deviations from their optimal range, suggesting a change in condition. For example, it has been used to assess welfare of domestic hens, stress in bottlenose dolphins in response to human disturbance, and parasitic infection in Japanese macaques and sheep. The research is furthering the field of behavioural ecology by simplifying and quantifying very complex relationships. When it comes to animal welfare and
22: 115:(depending on the direction). Whether the view of the fractal is expanding or contracting, the structure remains the same and appears equivalently complex. Fractal analysis uses these underlying properties to help in the understanding and characterization of complex systems. It is also possible to expand the use of fractals to the lack of a single characteristic time scale, or pattern. 206:
mathematically to determine the structure of the forest stand. The use of fractal analysis for understanding structures, and spatial and temporal complexity in biological systems has already been well studied and its use continues to increase in ecological research. Despite its extensive use, it still receives some
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Spatial patterns and animal behaviour sequences in fractal time have an optimal complexity range, which can be thought of as the homeostatic state on the spectrum where the complexity sequence should regularly fall. An increase or a loss in complexity, either becoming more stereotypical or conversely
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exhibit fractal properties on spatial and temporal scales. Fractal analysis helps in understanding the behaviour of animals and how they interact with their environments on multiple scales in space and time. Various animal movement signatures in their respective environments have been found to
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follows the same architecture as the spatial distribution of the trees in the forest, and that the distribution of the trees in the forest shared the same underlying fractal structure as the branches, scaling identically to the point of being able to use the pattern of the trees’ branches
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and other fractal characteristics to a dataset which may be a theoretical dataset, or a pattern or signal extracted from phenomena including topography, natural geometric objects, ecology and aquatic sciences, sound, market fluctuations, heart rates, frequency domain in
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systems are altered since fractals are able to characterize the natural complexity in such systems. Thus, fractal analysis can help to quantify patterns in nature and to identify deviations from these natural sequences. It helps to improve our overall understanding of
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Cribb, Nardi; Seuront, Laurent (September 2016). "Changes in the behavioural complexity of bottlenose dolphins along a gradient of anthropogenically-impacted environments in South Australian coastal waters: Implications for conservation and management strategies".
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Rutherford, Kenneth M.D.; Haskell, Marie J.; Glasbey, Chris; Jones, R.Bryan; Lawrence, Alistair B. (September 2003). "Detrended fluctuation analysis of behavioural responses to mild acute stressors in domestic hens".
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observations that are limited by the counts of behaviours, but is able to delve into the underlying reason for the behaviour. Another important advantage of fractal analysis is the ability to monitor the health of
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have to be considered. Fractal analysis is valuable in expanding our knowledge of the structure and function of various systems, and as a potential tool to mathematically assess novel areas of study.
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235:, fractal analysis makes it possible to identify potential sources of stress on animal behaviour, stressors that may not always be discernible through classical behaviour research. 57:. An important limitation of fractal analysis is that arriving at an empirically determined fractal dimension does not necessarily prove that a pattern is fractal; rather, other 2989:
Karperien, Audrey L.; Jelinek, Herbert F.; Buchan, Alastair M. (2008). "Box-Counting Analysis of Microglia Form in Schizophrenia, Alzheimer's Disease and Affective Disorder".
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that indicates the degree to which the objects fill the available space. The fractal dimension measures the change in "size" of a fractal set with the changing observational
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Hu, Shougeng; Cheng, Qiuming; Wang, Le; Xie, Shuyun (2012). "Multifractal characterization of urban residential land price in space and time".
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and to reveal some of the underlying structural mechanisms of nature. For example, it was found that the structure of an individual tree’s
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Karperien, Audrey; Jelinek, Herbert F.; Leandro, Jorge de Jesus Gomes; Soares, João V. B.; Cesar Jr, Roberto M.; Luckie, Alan (2008).
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Alados, C.L.; Escos, J.M.; Emlen, J.M. (February 1996). "Fractal structure of sequential behaviour patterns: an indicator of stress".
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Nikolić, D.; Moca, V.V.; Singer, W.; Mureşan, R.C. (2008). "Properties of multivariate data investigated by fractal dimensionality".
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Raposo, E P; Buldyrev, S V; da Luz, M G E; Viswanathan, G M; Stanley, H E (2009-10-30). "Lévy flights and random searches".
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capable of generating benchmark patterns suitable for this purpose, which generally differ from software designed to render
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França, L. G. S.; Montoya, Pedro; Miranda, J. G. V. (2017). "On multifractals: a non-linear study of actigraphy data".
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Hisonothai, M.; Nakagawa, M. (2008). "EEG signal classification method based on fractal features and neural network".
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Brown, Clifford T.; Witschey, Walter R. T.; Liebovitch, Larry S. (2005). "The Broken Past: Fractals in Archaeology".
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systems are sources of heterogeneity and generate complex space-time structures that may only demonstrate partial
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MacIntosh, Andrew J. J.; Pelletier, Laure; Chiaradia, Andre; Kato, Akiko; Ropert-Coudert, Yan (December 2013).
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values. This is possible given that a smaller section of the fractal resembles the entirety, showing the same
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Reuveni, Shlomi; Granek, Rony; Klafter, Joseph (2008). "Proteins: Coexistence of Stability and Flexibility".
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demonstrate spatially non-linear fractal patterns. This has generated ecological interpretations such as the
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Critical phenomena in natural sciences: chaos, fractals, self-organization, and disorder: concepts and tools
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Burkle-Elizondo, Gerardo; Valdéz-Cepeda, Ricardo David (2006). "Fractal analysis of Mesoamerican pyramids".
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Mulligan, R. (2004). "Fractal analysis of highly volatile markets: an application to technology equities".
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and free-ranging animal populations in their natural habitats without invasive measurements.
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Chaos and order in the capital markets: a new view of cycles, prices, and market volatility
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This approach is more objective than classical behaviour measurements, such as
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against which to assess outputs. These can be acquired with various types of
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was formulated which is a generalization of ordinary calculus.
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Fractal Analysis Methods for Human Heartbeat and Gait Dynamics
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properties at different scales. This characteristic is termed
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Small angle scattering theory of fractally rough systems
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There are various types of fractal analysis, including
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Proceedings of the World Congress on Engineering 2009
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(2014). 25:Fractal branching of trees 4118: 4042: 3991: 3962: 3878: 3848: 3830: 3671: 3606: 3414:10.1007/s10816-005-2396-6 3003:10.1142/S0218348X08003880 2807:10.1007/s10854-012-0988-y 2384:The Journal of Physiology 2326:10.1017/S0962728600014433 689:The Journal of Physiology 526:10.1142/S0218348X21501127 309:Michaelis-Menten kinetics 127:Types of fractal analysis 77:, which are a measure of 59:essential characteristics 3480:Didier Sornette (2004). 3249:10.1109/tbme.2008.919735 3053:10.3389/fphys.2018.01767 2446:10.3389/fnhum.2017.00014 1273:10.1093/plankt/20.7.1387 85:, and is not limited by 3449:2007E&PSL.262..413V 3352:10.1023/A:1022355723781 3195:Mayo Clinic Proceedings 3022:Frontiers in Physiology 2920:Chen, Yanguang (2011). 2830:Physical Review Letters 2727:Mandelbrot, B. (1967). 2604:10.1186/1756-0500-2-130 1927:10.1073/pnas.1121201109 1833:10.1073/pnas.2137243100 1490:10.1073/pnas.0812294106 315:Generation of new music 182:mathematical properties 4159:The Beauty of Fractals 2540:Clinical Ophthalmology 2287:10.1006/anbe.1996.0040 2157:10.1098/rsif.2011.0049 598:Peters, Edgar (1996). 512:(5): 2150112–2153322. 441:Elliott wave principle 303:Electrical engineering 155:. Other types include 47:electroencephalography 26: 3294:Journal of Microscopy 2251:10.1093/beheco/aru014 2058:"The Fractal Primate" 1053:Neurobiology of Aging 572:10.1201/9781420004243 439:of price series (see 404:procedural generation 172:Ecology and evolution 141:multifractal analysis 75:fractional dimensions 69:Underlying principles 24: 4105:Lewis Fry Richardson 4100:Hamid Naderi Yeganeh 3890:Burning Ship fractal 3822:Weierstrass function 3340:Mathematical Geology 1665:Journal of Hydrology 479:Analysis on fractals 251:Applications include 139:, mass methods, and 111:, the latter scaled 3863:Space-filling curve 3840:Multifractal system 3723:Space-filling curve 3708:Sierpinski triangle 3111:2003BpJ....85.4041L 3099:Biophysical Journal 3044:2018arXiv180603889F 2948:2011PLoSO...624791C 2842:2008PhRvL.100t8101R 2745:1967Sci...156..636M 2654:2021NatSR..1122964X 2032:2001PhyA..295...85V 1981:2009JPhA...42Q4003R 1918:2012PNAS..109.7169H 1824:2003PNAS..10012771B 1818:(22): 12771–12775. 1759:2012NatSR...2E.315B 1677:2006JHyd..322...59L 1591:1985Natur.314..731M 1548:1991SSASJ..55.1239R 1481:2009PNAS..106.7040W 1346:1983MEPS...10..169B 1140:2013NatSR...3E1884M 992:1967Sci...156..636M 750:2014PLoSO...9j0199Z 669:10.1155/2014/346743 602:. New York: Wiley. 518:2021Fract..2950112G 307:Enzyme/enzymology ( 264:Heart rate analysis 218:Patterns in animal 176:Unlike theoretical 137:lacunarity analysis 36:characteristics of 4090:Aleksandr Lyapunov 4070:Desmond Paul Henry 4034:Self-avoiding walk 4029:Percolation theory 3673:Iterated function 3614:Fractal dimensions 3562:2016-05-06 at the 3550:2008-05-17 at the 2896:. pp. 93–98. 2642:Scientific Reports 2591:BMC Research Notes 2553:10.2147/OPTH.S1579 2238:Behavioral Ecology 2075:10.2354/psj.30.011 1747:Scientific Reports 1355:10.3354/meps010169 1128:Scientific Reports 437:Technical analysis 410:fracture mechanics 353:Diagnostic imaging 270:Diagnostic imaging 145:benchmark patterns 27: 4205:Dynamical systems 4187: 4186: 4133:Coastline paradox 4110:Wacław Sierpiński 4095:Benoit Mandelbrot 4019:Fractal landscape 3927:Misiurewicz point 3832:Strange attractor 3713:Apollonian gasket 3703:Sierpinski carpet 3507:Applied Geography 3491:978-3-540-40754-6 2903:978-988-17-0125-1 2739:(3775): 636–638. 2706:978-3-7643-7172-2 2390:(15): 3929–3941. 2151:(63): 1497–1509. 1912:(19): 7169–7174. 1767:10.1038/srep00315 1585:(6013): 731–733. 1532:Sposito, Garrison 1475:(17): 7040–7045. 1428:(5309): 122–126. 1148:10.1038/srep01884 986:(3775): 636–638. 947:978-981-126-110-7 902:978-0-7167-1186-5 810:978-1-4244-1814-5 695:(15): 3929–3941. 609:978-0-471-13938-6 452: 451: 408:Fractography and 396:computer graphics 334:image compression 325:Search and rescue 293:Fractal landscape 42:fractal dimension 4222: 4210:Dimension theory 4050:Michael Barnsley 3917:Lyapunov fractal 3775:Sierpiński curve 3728:Blancmange curve 3593: 3586: 3579: 3570: 3569: 3540:Fractal analysis 3523: 3522: 3502: 3496: 3495: 3477: 3471: 3470: 3468: 3443:(3–4): 413–428. 3432: 3426: 3425: 3397: 3391: 3390: 3370: 3364: 3363: 3332: 3326: 3325: 3289: 3283: 3282: 3280: 3279: 3273: 3267:. Archived from 3243:(7): 1822–1830. 3234: 3225: 3219: 3218: 3190: 3184: 3183: 3147: 3141: 3140: 3130: 3105:(6): 4041–4046. 3090: 3084: 3083: 3073: 3055: 3037: 3013: 3007: 3006: 2986: 2980: 2979: 2969: 2959: 2941: 2917: 2908: 2907: 2895: 2884: 2878: 2877: 2825: 2819: 2818: 2801:(5): 1640–1643. 2790: 2784: 2783: 2781: 2780: 2771:. Archived from 2724: 2718: 2717: 2715: 2713: 2690: 2684: 2683: 2673: 2633: 2627: 2626: 2616: 2606: 2582: 2576: 2575: 2565: 2555: 2531: 2522: 2521: 2503: 2483: 2477: 2476: 2466: 2448: 2424: 2418: 2417: 2407: 2375: 2369: 2368: 2366: 2365: 2356:. Archived from 2350: 2344: 2343: 2341: 2340: 2305: 2299: 2298: 2275:Animal Behaviour 2270: 2264: 2263: 2253: 2229: 2223: 2222: 2193: 2187: 2186: 2176: 2136: 2127: 2126: 2097: 2088: 2087: 2077: 2062:Primate Research 2053: 2044: 2043: 2015: 2009: 2008: 1964: 1958: 1957: 1947: 1929: 1897: 1891: 1890: 1870: 1864: 1863: 1853: 1835: 1803: 1797: 1796: 1786: 1738: 1732: 1731: 1695: 1689: 1688: 1660: 1654: 1653: 1625: 1619: 1618: 1599:10.1038/314731a0 1574: 1568: 1567: 1527: 1521: 1520: 1510: 1492: 1460: 1454: 1453: 1417: 1411: 1410: 1374: 1368: 1367: 1357: 1325: 1319: 1318: 1297: 1286: 1285: 1275: 1266:(7): 1387–1401. 1251: 1245: 1244: 1216: 1210: 1209: 1184: 1178: 1177: 1167: 1119: 1110: 1109: 1107: 1106: 1091: 1085: 1084: 1048: 1039: 1038: 1036: 1035: 1026:. Archived from 971: 960: 959: 923: 914: 913: 911: 909: 886: 869: 868: 849: 843: 837: 831: 830: 788: 782: 781: 771: 761: 744:(6): 3929–3941. 729: 723: 722: 712: 680: 674: 673: 671: 656:Journal of Chaos 647: 641: 640: 620: 614: 613: 595: 586: 585: 559: 546: 545: 497: 457:Fractal calculus 415:Fractal antennas 259: 214:Animal behaviour 121:Fractal Geometry 96:scale invariance 63:Fractal calculus 30:Fractal analysis 4230: 4229: 4225: 4224: 4223: 4221: 4220: 4219: 4190: 4189: 4188: 4183: 4114: 4065:Felix Hausdorff 4038: 4002:Brownian motion 3987: 3958: 3881: 3874: 3844: 3826: 3817:Pythagoras tree 3674: 3667: 3663:Self-similarity 3607:Characteristics 3602: 3597: 3564:Wayback Machine 3552:Wayback Machine 3531: 3529:Further reading 3526: 3503: 3499: 3492: 3478: 3474: 3433: 3429: 3398: 3394: 3371: 3367: 3333: 3329: 3290: 3286: 3277: 3275: 3271: 3232: 3226: 3222: 3191: 3187: 3148: 3144: 3091: 3087: 3014: 3010: 2987: 2983: 2918: 2911: 2904: 2893: 2885: 2881: 2826: 2822: 2791: 2787: 2778: 2776: 2725: 2721: 2711: 2709: 2707: 2691: 2687: 2634: 2630: 2583: 2579: 2532: 2525: 2484: 2480: 2425: 2421: 2376: 2372: 2363: 2361: 2352: 2351: 2347: 2338: 2336: 2306: 2302: 2271: 2267: 2230: 2226: 2194: 2190: 2137: 2130: 2098: 2091: 2054: 2047: 2016: 2012: 1965: 1961: 1898: 1894: 1871: 1867: 1804: 1800: 1739: 1735: 1700:Ecology Letters 1696: 1692: 1661: 1657: 1626: 1622: 1575: 1571: 1528: 1524: 1461: 1457: 1418: 1414: 1375: 1371: 1326: 1322: 1298: 1289: 1252: 1248: 1233:10.2307/3235975 1217: 1213: 1207: 1185: 1181: 1120: 1113: 1104: 1102: 1093: 1092: 1088: 1049: 1042: 1033: 1031: 972: 963: 948: 924: 917: 907: 905: 903: 887: 872: 851: 850: 846: 838: 834: 811: 789: 785: 730: 726: 681: 677: 648: 644: 621: 617: 610: 596: 589: 582: 560: 549: 498: 491: 487: 465: 453: 432:Digital sundial 273:Cancer research 253: 240:frequency-based 216: 190:self-similarity 174: 169: 129: 113:anisotropically 102:self-similarity 71: 17: 12: 11: 5: 4228: 4218: 4217: 4212: 4207: 4202: 4185: 4184: 4182: 4181: 4176: 4171: 4163: 4155: 4147: 4142: 4137: 4136: 4135: 4122: 4120: 4116: 4115: 4113: 4112: 4107: 4102: 4097: 4092: 4087: 4082: 4080:Helge von Koch 4077: 4072: 4067: 4062: 4057: 4052: 4046: 4044: 4040: 4039: 4037: 4036: 4031: 4026: 4021: 4016: 4015: 4014: 4012:Brownian motor 4009: 3998: 3996: 3989: 3988: 3986: 3985: 3983:Pickover stalk 3980: 3975: 3969: 3967: 3960: 3959: 3957: 3956: 3951: 3946: 3941: 3939:Newton fractal 3936: 3931: 3930: 3929: 3922:Mandelbrot set 3919: 3914: 3913: 3912: 3907: 3905:Newton fractal 3902: 3892: 3886: 3884: 3876: 3875: 3873: 3872: 3871: 3870: 3860: 3858:Fractal canopy 3854: 3852: 3846: 3845: 3843: 3842: 3836: 3834: 3828: 3827: 3825: 3824: 3819: 3814: 3809: 3804: 3802:Vicsek fractal 3799: 3794: 3789: 3784: 3783: 3782: 3777: 3772: 3767: 3762: 3757: 3752: 3747: 3742: 3741: 3740: 3730: 3720: 3718:Fibonacci word 3715: 3710: 3705: 3700: 3695: 3693:Koch snowflake 3690: 3685: 3679: 3677: 3669: 3668: 3666: 3665: 3660: 3655: 3654: 3653: 3648: 3643: 3638: 3633: 3632: 3631: 3621: 3610: 3608: 3604: 3603: 3596: 3595: 3588: 3581: 3573: 3567: 3566: 3554: 3542: 3537: 3530: 3527: 3525: 3524: 3497: 3490: 3472: 3427: 3392: 3381:(1): 105–122. 3365: 3346:(7): 919–932. 3336:Cheng, Qiuming 3327: 3284: 3220: 3201:(4): 409–414. 3185: 3142: 3085: 3008: 2997:(2): 103–107. 2981: 2909: 2902: 2879: 2836:(20): 208101. 2820: 2785: 2719: 2705: 2685: 2628: 2577: 2546:(1): 109–122. 2523: 2478: 2419: 2370: 2354:"Applications" 2345: 2314:Animal Welfare 2300: 2281:(2): 437–443. 2265: 2244:(3): 435–442. 2224: 2188: 2128: 2089: 2045: 2026:(1–2): 85–88. 2010: 1975:(43): 434003. 1959: 1892: 1881:(1–2): 19–37. 1865: 1798: 1733: 1706:(3): 254–271. 1690: 1671:(1–4): 59–88. 1655: 1636:(1): 115–131. 1620: 1569: 1530:Rieu, Michel; 1522: 1455: 1412: 1385:(4): 281–289. 1369: 1320: 1309:(2): 125–139. 1287: 1246: 1227:(4): 489–496. 1211: 1205: 1179: 1111: 1086: 1040: 961: 946: 915: 901: 870: 844: 832: 809: 783: 724: 675: 642: 615: 608: 587: 580: 547: 488: 486: 483: 482: 481: 476: 474:Rescaled range 471: 464: 461: 460: 459: 450: 449: 445: 444: 434: 429: 423: 418: 412: 406: 387: 386: 385: 380: 375: 370: 365: 360: 355: 350: 345: 340: 338: 337: 336: 327: 322: 317: 312: 305: 300: 290: 284:histopathology 280:Classification 277: 274: 271: 268: 265: 257: 252: 249: 215: 212: 178:fractal curves 173: 170: 168: 165: 161:hurst exponent 128: 125: 73:Fractals have 70: 67: 15: 9: 6: 4: 3: 2: 4227: 4216: 4213: 4211: 4208: 4206: 4203: 4201: 4198: 4197: 4195: 4180: 4177: 4175: 4172: 4169: 4168: 4164: 4161: 4160: 4156: 4153: 4152: 4148: 4146: 4143: 4141: 4138: 4134: 4131: 4130: 4128: 4124: 4123: 4121: 4117: 4111: 4108: 4106: 4103: 4101: 4098: 4096: 4093: 4091: 4088: 4086: 4083: 4081: 4078: 4076: 4073: 4071: 4068: 4066: 4063: 4061: 4058: 4056: 4053: 4051: 4048: 4047: 4045: 4041: 4035: 4032: 4030: 4027: 4025: 4022: 4020: 4017: 4013: 4010: 4008: 4007:Brownian tree 4005: 4004: 4003: 4000: 3999: 3997: 3994: 3990: 3984: 3981: 3979: 3976: 3974: 3971: 3970: 3968: 3965: 3961: 3955: 3952: 3950: 3947: 3945: 3942: 3940: 3937: 3935: 3934:Multibrot set 3932: 3928: 3925: 3924: 3923: 3920: 3918: 3915: 3911: 3910:Douady rabbit 3908: 3906: 3903: 3901: 3898: 3897: 3896: 3893: 3891: 3888: 3887: 3885: 3883: 3877: 3869: 3866: 3865: 3864: 3861: 3859: 3856: 3855: 3853: 3851: 3847: 3841: 3838: 3837: 3835: 3833: 3829: 3823: 3820: 3818: 3815: 3813: 3810: 3808: 3805: 3803: 3800: 3798: 3795: 3793: 3790: 3788: 3785: 3781: 3780:Z-order curve 3778: 3776: 3773: 3771: 3768: 3766: 3763: 3761: 3758: 3756: 3753: 3751: 3750:Hilbert curve 3748: 3746: 3743: 3739: 3736: 3735: 3734: 3733:De Rham curve 3731: 3729: 3726: 3725: 3724: 3721: 3719: 3716: 3714: 3711: 3709: 3706: 3704: 3701: 3699: 3698:Menger sponge 3696: 3694: 3691: 3689: 3686: 3684: 3683:Barnsley fern 3681: 3680: 3678: 3676: 3670: 3664: 3661: 3659: 3656: 3652: 3649: 3647: 3644: 3642: 3639: 3637: 3634: 3630: 3627: 3626: 3625: 3622: 3620: 3617: 3616: 3615: 3612: 3611: 3609: 3605: 3601: 3594: 3589: 3587: 3582: 3580: 3575: 3574: 3571: 3565: 3561: 3558: 3555: 3553: 3549: 3546: 3543: 3541: 3538: 3536: 3533: 3532: 3520: 3516: 3512: 3508: 3501: 3493: 3487: 3483: 3476: 3467: 3462: 3458: 3454: 3450: 3446: 3442: 3438: 3431: 3423: 3419: 3415: 3411: 3407: 3403: 3396: 3388: 3384: 3380: 3376: 3369: 3361: 3357: 3353: 3349: 3345: 3341: 3337: 3331: 3323: 3319: 3315: 3311: 3307: 3303: 3299: 3295: 3288: 3274:on 2014-04-13 3270: 3266: 3262: 3258: 3254: 3250: 3246: 3242: 3238: 3231: 3224: 3216: 3212: 3208: 3204: 3200: 3196: 3189: 3181: 3177: 3173: 3169: 3165: 3161: 3157: 3153: 3146: 3138: 3134: 3129: 3124: 3120: 3116: 3112: 3108: 3104: 3100: 3096: 3089: 3081: 3077: 3072: 3067: 3063: 3059: 3054: 3049: 3045: 3041: 3036: 3031: 3027: 3023: 3019: 3012: 3004: 3000: 2996: 2992: 2985: 2977: 2973: 2968: 2963: 2958: 2953: 2949: 2945: 2940: 2935: 2932:(9): e24791. 2931: 2927: 2923: 2916: 2914: 2905: 2899: 2892: 2891: 2883: 2875: 2871: 2867: 2863: 2859: 2855: 2851: 2847: 2843: 2839: 2835: 2831: 2824: 2816: 2812: 2808: 2804: 2800: 2796: 2789: 2775:on 2021-10-19 2774: 2770: 2766: 2762: 2758: 2754: 2750: 2746: 2742: 2738: 2734: 2730: 2723: 2708: 2702: 2698: 2697: 2689: 2681: 2677: 2672: 2667: 2663: 2659: 2655: 2651: 2647: 2643: 2639: 2632: 2624: 2620: 2615: 2610: 2605: 2600: 2596: 2592: 2588: 2581: 2573: 2569: 2564: 2559: 2554: 2549: 2545: 2541: 2537: 2530: 2528: 2519: 2515: 2511: 2507: 2502: 2497: 2493: 2489: 2482: 2474: 2470: 2465: 2460: 2456: 2452: 2447: 2442: 2438: 2434: 2430: 2423: 2415: 2411: 2406: 2401: 2397: 2393: 2389: 2385: 2381: 2374: 2360:on 2007-10-12 2359: 2355: 2349: 2335: 2331: 2327: 2323: 2320:(1): 99–103. 2319: 2315: 2311: 2304: 2296: 2292: 2288: 2284: 2280: 2276: 2269: 2261: 2257: 2252: 2247: 2243: 2239: 2235: 2228: 2220: 2216: 2212: 2208: 2204: 2200: 2192: 2184: 2180: 2175: 2170: 2166: 2162: 2158: 2154: 2150: 2146: 2142: 2135: 2133: 2124: 2120: 2116: 2112: 2108: 2104: 2096: 2094: 2085: 2081: 2076: 2071: 2068:(1): 95–119. 2067: 2063: 2059: 2052: 2050: 2041: 2037: 2033: 2029: 2025: 2021: 2014: 2006: 2002: 1998: 1994: 1990: 1986: 1982: 1978: 1974: 1970: 1963: 1955: 1951: 1946: 1941: 1937: 1933: 1928: 1923: 1919: 1915: 1911: 1907: 1903: 1896: 1888: 1884: 1880: 1876: 1869: 1861: 1857: 1852: 1847: 1843: 1839: 1834: 1829: 1825: 1821: 1817: 1813: 1809: 1802: 1794: 1790: 1785: 1780: 1776: 1772: 1768: 1764: 1760: 1756: 1752: 1748: 1744: 1737: 1729: 1725: 1721: 1717: 1713: 1709: 1705: 1701: 1694: 1686: 1682: 1678: 1674: 1670: 1666: 1659: 1651: 1647: 1643: 1639: 1635: 1631: 1624: 1616: 1612: 1608: 1604: 1600: 1596: 1592: 1588: 1584: 1580: 1573: 1565: 1561: 1557: 1553: 1549: 1545: 1541: 1537: 1533: 1526: 1518: 1514: 1509: 1504: 1500: 1496: 1491: 1486: 1482: 1478: 1474: 1470: 1466: 1459: 1451: 1447: 1443: 1439: 1435: 1431: 1427: 1423: 1416: 1408: 1404: 1400: 1396: 1392: 1388: 1384: 1380: 1373: 1365: 1361: 1356: 1351: 1347: 1343: 1339: 1335: 1331: 1324: 1316: 1312: 1308: 1304: 1296: 1294: 1292: 1283: 1279: 1274: 1269: 1265: 1261: 1257: 1250: 1242: 1238: 1234: 1230: 1226: 1222: 1215: 1208: 1206:9783642708824 1202: 1198: 1194: 1190: 1183: 1175: 1171: 1166: 1161: 1157: 1153: 1149: 1145: 1141: 1137: 1133: 1129: 1125: 1118: 1116: 1100: 1096: 1090: 1082: 1078: 1074: 1070: 1066: 1062: 1058: 1054: 1047: 1045: 1030:on 2021-10-19 1029: 1025: 1021: 1017: 1013: 1009: 1005: 1001: 997: 993: 989: 985: 981: 977: 970: 968: 966: 957: 953: 949: 943: 939: 938:10.1142/12988 935: 931: 930: 922: 920: 904: 898: 895:. Macmillan. 894: 893: 885: 883: 881: 879: 877: 875: 866: 862: 858: 854: 848: 842: 836: 828: 824: 820: 816: 812: 806: 802: 798: 794: 787: 779: 775: 770: 765: 760: 755: 751: 747: 743: 739: 735: 728: 720: 716: 711: 706: 702: 698: 694: 690: 686: 679: 670: 665: 661: 657: 653: 646: 638: 634: 630: 626: 619: 611: 605: 601: 594: 592: 583: 581:9780849327827 577: 573: 569: 566:. CRC Press. 565: 558: 556: 554: 552: 543: 539: 535: 531: 527: 523: 519: 515: 511: 507: 503: 496: 494: 489: 480: 477: 475: 472: 470: 467: 466: 458: 455: 454: 448: 442: 438: 435: 433: 430: 428: 424: 422: 419: 416: 413: 411: 407: 405: 401: 397: 394:, especially 393: 390: 389: 388: 384: 381: 379: 376: 374: 371: 369: 366: 364: 361: 359: 356: 354: 351: 349: 346: 343: 342: 341: 339: 335: 331: 328: 326: 323: 321: 318: 316: 313: 310: 306: 304: 301: 298: 294: 291: 289: 285: 281: 278: 275: 272: 269: 266: 263: 262: 261: 260: 256: 248: 246: 241: 236: 234: 228: 226: 221: 211: 209: 204: 200: 195: 191: 187: 183: 179: 164: 162: 158: 154: 150: 146: 142: 138: 134: 124: 123: 122: 116: 114: 110: 109: 108:self-affinity 104: 103: 98: 97: 92: 88: 84: 80: 76: 66: 64: 60: 56: 52: 48: 43: 39: 35: 32:is assessing 31: 23: 19: 4200:Chaos theory 4179:Chaos theory 4174:Kaleidoscope 4165: 4157: 4149: 4075:Gaston Julia 4055:Georg Cantor 3880:Escape-time 3812:Gosper curve 3760:Lévy C curve 3745:Dragon curve 3624:Box-counting 3510: 3506: 3500: 3481: 3475: 3440: 3436: 3430: 3405: 3401: 3395: 3378: 3374: 3368: 3343: 3339: 3330: 3297: 3293: 3287: 3276:. 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ImageJ. 1034:2020-12-21 908:1 February 485:References 378:Seismology 299:complexity 286:slides in 199:ecosystems 194:ecological 79:complexity 4085:Paul Lévy 3964:Rendering 3949:Mandelbox 3895:Julia set 3807:Hexaflake 3738:Minkowski 3658:Recursion 3641:Hausdorff 3408:: 37–78. 3360:118918429 3062:1664-042X 2939:1104.4682 2858:0031-9007 2815:136564926 2455:1662-5161 2334:146350786 2260:1045-2249 2219:0022-0981 2165:1742-5689 2109:: 44–53. 2084:1880-2117 1997:1751-8113 1936:0027-8424 1842:0027-8424 1775:2045-2322 1720:1461-023X 1650:0967-0637 1607:0028-0836 1564:0361-5995 1499:0027-8424 1399:0303-2647 1364:0171-8630 1282:0142-7873 1156:2045-2322 1008:0036-8075 956:248575991 865:1793-6543 542:234272453 534:0218-348X 368:Geography 358:Pathology 297:Coastline 220:behaviour 208:criticism 4215:Fractals 3995:fractals 3882:fractals 3850:L-system 3792:T-square 3600:Fractals 3560:Archived 3548:Archived 3387:16393505 3322:40311727 3314:21118245 3265:14784161 3257:18595800 3180:12268410 3172:18495248 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Index

Tree branches as seen from below. There are no leaves on the branches and they split many times.
fractal
data
fractal dimension
electroencephalography
data science
science
essential characteristics
Fractal calculus
fractional dimensions
complexity
scale
integer
statistical
scale invariance
self-similarity
self-affinity
anisotropically
Fractal Geometry
box counting
lacunarity analysis
multifractal analysis
benchmark patterns
fractal generating software
fractal art
detrended fluctuation analysis
hurst exponent
fractal curves
mathematical properties
natural

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