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Ergodic hypothesis

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22: 308:, the ergodic hypothesis corresponds to the assumption that individuals are representative of groups, and vice-versa, that group averages can adequately characterize what might be seen in an individual. This appears to not be the case: group level data often gives a poor indication of individual level variation, as individual standard deviations (SDs) tend to be almost eight times larger than group level SDs of the same people. Subsequently a third of the individual observations falls outside a 99.9% confidence interval of group level data. 38: 188:
the system preferentially adopts a non-zero magnetisation even though the ergodic hypothesis would imply that no net magnetisation should exist by virtue of the system exploring all states whose time-averaged magnetisation should be zero. The fact that macroscopic systems often violate the literal
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has argued that a very important part of empirical reality in finance and investment is non-ergodic. An even statistical distribution of probabilities, where the system returns to every possible state an infinite number of times, is simply not the case we observe in situations where "absorbing
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show an even more complicated form of ergodicity breaking where the properties of the thermodynamic equilibrium state seen in practice are much more difficult to predict purely by symmetry arguments. Also conventional glasses (e.g. window glasses) violate ergodicity in a complicated manner. In
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The situations modeled by these theories can be useful. But often they are only useful during much, but not all, of any particular time period under study. They can therefore miss some of the largest deviations from the standard model, such as
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are the same. This assumption—that it is as good to simulate a system over a long time as it is to make many independent realizations of the same system—is not always correct. (See, for example, the
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are no longer possible."—will be non-ergodic. All traditional models based on standard probabilistic statistics break down in these extreme situations.
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practice this means that on sufficiently short time scales (e.g. those of parts of seconds, minutes, or a few hours) the systems may behave as
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This device can trap fruit flies, but if it trapped atoms when placed in gas that already uniformly fills the available
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The introduction of the practical aspect of ergodicity breaking by introducing a "non-ergodicity time scale" is due to
74: 379:('Ergoden' on p.89 in the 1923 reprint.) It was used to prove equipartition of energy in the kinetic theory of gases. 96: 292:, as the entity cannot emerge from the condition. The central problem is that if there is a possibility of ruin, 573: 338: 190: 77:
with the same energy is proportional to the volume of this region, i.e., that all accessible microstates are
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is seen. The death of an individual, or total loss of everything, or the devolution or dismemberment of a
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Assumption of the ergodic hypothesis allows proof that certain types of perpetual motion machines of the
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In macroscopic systems, the timescales over which a system can truly explore the entirety of its own
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can be sufficiently large that the thermodynamic equilibrium state exhibits some form of
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Statistical mechanics hypothesis that all microstates are equiprobable for a given energy
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says that, over long periods of time, the time spent by a system in some region of the
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assume ergodicity, explicitly or implicitly. The ergodic hypothesis is prevalent in
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initially, they will remain so at all times. But Liouville's theorem does
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matters. A path where an individual, firm or country hits a "stop"—an
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imply that the ergodic hypothesis holds for all Hamiltonian systems.
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that accompanied it, are all absorbing states. Thus, in finance,
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Systems that are ergodic are said to have the property of
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The question of ergodicity in a perfectly collisionless
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in the banking system that occur only infrequently.
555: 216: 189:form of the ergodic hypothesis is an example of 493: 491: 110:The ergodic hypothesis is often assumed in the 362:Originally due to L. Boltzmann. See part 2 of 196:However, complex disordered systems such as a 579:Philosophy of thermal and statistical physics 449: 488: 445:, Cambridge University Press, pp. 46–66 160:are ergodic. Ergodic systems are studied in 390:Palmer, R. G. (1982). "Broken ergodicity". 533: 523: 455: 36: 20: 95:is zero). Thus, if the microstates are 556: 497: 389: 209:, or with two or more time scales and 436: 421: 300:Ergodic hypothesis in social science 118:. The analyst would assume that the 268:states" are reached, a state where 132:Fermi–Pasta–Ulam–Tsingou experiment 13: 14: 595: 439:"Probability, Risk, and Extremes" 424:Dynamics of Glass Forming Liquids 420:and the Mode-Coupling theory of 167: 437:Taleb, Nassim Nicholas (2019), 430: 382: 369:. Leipzig: J. A. Barth. 1898. 356: 148:; a broad range of systems in 1: 349: 217:Ergodic hypothesis in finance 191:spontaneous symmetry breaking 441:, in Needham, Duncan (ed.), 122:of a process parameter over 81:over a long period of time. 51:second law of thermodynamics 7: 366:Vorlesungen ĂĽber Gastheorie 339:PoincarĂ© recurrence theorem 311: 184:systems, whereby below the 10: 600: 474:10.1207/s15366359mea0204_1 93:convective time derivative 412:10.1080/00018738200101438 126:and the average over the 525:10.1073/pnas.1711978115 456:Molenaar, P.C. (2004). 231:modern portfolio theory 54: 34: 574:Statistical mechanics 498:Fisher, A.J. (2018). 426:. Oxford Univ. Press. 294:cost benefit analyses 265:Nassim Nicholas Taleb 116:computational physics 97:uniformly distributed 40: 24: 235:discounted cash flow 128:statistical ensemble 112:statistical analysis 87:states that, for a 31:specular reflections 584:Concepts in physics 516:2018PNAS..115E6106F 404:1982AdPhy..31..669P 392:Advances in Physics 334:Loschmidt's paradox 241:models that infuse 239:aggregate indicator 178:ergodicity breaking 85:Liouville's theorem 47:Liouville's theorem 422:Götze, W. (2008). 237:(DCF) models, and 89:Hamiltonian system 67:ergodic hypothesis 55: 53:would be violated. 35: 510:(27): 6106–6115. 286:absorbing barrier 186:Curie temperature 591: 548: 547: 537: 527: 495: 486: 485: 453: 447: 446: 434: 428: 427: 415: 386: 380: 378: 360: 251:financial crises 245:, among others. 141:are impossible. 599: 598: 594: 593: 592: 590: 589: 588: 554: 553: 552: 551: 496: 489: 454: 450: 435: 431: 387: 383: 363: 361: 357: 352: 318:Ergodic process 314: 306:social sciences 302: 282:path dependence 221:Models used in 219: 170: 19: 12: 11: 5: 597: 587: 586: 581: 576: 571: 566: 564:Ergodic theory 550: 549: 487: 468:(4): 201–218. 448: 429: 381: 354: 353: 351: 348: 347: 346: 341: 336: 331: 326: 323:Ergodic theory 320: 313: 310: 301: 298: 243:macroeconomics 218: 215: 169: 166: 162:ergodic theory 63:thermodynamics 17: 9: 6: 4: 3: 2: 596: 585: 582: 580: 577: 575: 572: 570: 567: 565: 562: 561: 559: 545: 541: 536: 531: 526: 521: 517: 513: 509: 505: 501: 494: 492: 483: 479: 475: 471: 467: 463: 459: 452: 444: 440: 433: 425: 419: 413: 409: 405: 401: 397: 393: 385: 376: 372: 368: 367: 359: 355: 345: 342: 340: 337: 335: 332: 330: 327: 324: 321: 319: 316: 315: 309: 307: 297: 295: 291: 287: 283: 279: 275: 271: 266: 262: 260: 259:systemic risk 256: 252: 246: 244: 240: 236: 232: 228: 224: 214: 212: 208: 204: 199: 194: 192: 187: 183: 182:ferromagnetic 179: 175: 168:Phenomenology 165: 163: 159: 155: 151: 147: 142: 140: 135: 133: 129: 125: 121: 117: 113: 108: 106: 102: 98: 94: 90: 86: 82: 80: 76: 72: 68: 64: 60: 52: 48: 44: 39: 32: 28: 23: 16: 507: 503: 465: 461: 451: 442: 432: 423: 395: 391: 384: 365: 358: 344:Lindy effect 303: 289: 285: 278:legal regime 274:nation state 269: 263: 247: 220: 213:in between. 210: 206: 202: 195: 177: 171: 143: 136: 109: 104: 83: 79:equiprobable 66: 56: 45:, then both 15: 462:Measurement 255:debt crises 174:phase space 158:probability 139:second kind 101:phase space 75:microstates 71:phase space 43:phase space 569:Hypotheses 558:Categories 398:(6): 669. 350:References 329:Ergodicity 227:investment 198:spin glass 146:ergodicity 134:of 1953.) 482:145323330 27:ideal gas 544:29915059 443:Extremes 375:01712811 312:See also 276:and the 211:plateaux 150:geometry 49:and the 535:6142277 512:Bibcode 400:Bibcode 304:In the 223:finance 207:liquids 154:physics 120:average 59:physics 542:  532:  480:  418:ageing 373:  203:solids 156:, and 65:, the 478:S2CID 29:with 540:PMID 504:PNAS 371:OCLC 290:ruin 270:ruin 257:and 225:and 124:time 61:and 530:PMC 520:doi 508:115 470:doi 408:doi 114:of 105:not 99:in 73:of 57:In 560:: 538:. 528:. 518:. 506:. 502:. 490:^ 476:. 464:. 460:. 406:. 396:31 394:. 253:, 233:, 193:. 164:. 152:, 546:. 522:: 514:: 484:. 472:: 466:2 414:. 410:: 402:: 377:. 33:.

Index


ideal gas
specular reflections

phase space
Liouville's theorem
second law of thermodynamics
physics
thermodynamics
phase space
microstates
equiprobable
Liouville's theorem
Hamiltonian system
convective time derivative
uniformly distributed
phase space
statistical analysis
computational physics
average
time
statistical ensemble
Fermi–Pasta–Ulam–Tsingou experiment
second kind
ergodicity
geometry
physics
probability
ergodic theory
phase space

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