Knowledge (XXG)

Jump process

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1565: 25: 339: 151: 874: 698: 1301: 294: 831: 811: 1215: 1606: 1132: 1142: 816: 826: 1184: 899: 1081: 1371: 1361: 884: 1271: 1235: 1188: 1539: 1276: 41: 386: 287: 1341: 919: 889: 1192: 1176: 1386: 1091: 311: 1291: 1256: 1225: 1220: 859: 656: 573: 1230: 558: 1599: 854: 661: 231: 189: 580: 1316: 1196: 1625: 1544: 1321: 1157: 1056: 1041: 453: 369: 280: 1331: 967: 1326: 133: 929: 513: 458: 374: 145: 142:, an example of a jump process and a generalization of the Poisson process in a different direction than that of CTMCs 1261: 1251: 894: 864: 1630: 1266: 431: 329: 977: 553: 334: 1592: 1346: 1147: 1061: 1046: 436: 1180: 1066: 488: 568: 543: 184: 105: 1286: 869: 404: 1481: 1471: 1162: 944: 683: 548: 359: 38:
the article lacks a definition, illustrative examples, but is of importance (Poisson process, LĂ©vy process).
766: 1423: 1351: 610: 240: 198: 1446: 1428: 1408: 1403: 1122: 954: 934: 781: 724: 563: 473: 115: 78: 74: 914: 1521: 1476: 1466: 1207: 1152: 1127: 1096: 1076: 836: 821: 688: 89: 245: 203: 1516: 1356: 1281: 1086: 846: 756: 646: 180: 101: 1486: 1451: 1366: 1336: 1106: 1101: 924: 761: 426: 364: 303: 70: 1167: 93: 1506: 1311: 962: 719: 636: 605: 498: 478: 468: 324: 319: 118:, which states that the prices have large jumps interspersed with small continuous movements. 97: 1576: 1172: 909: 1526: 1413: 1296: 666: 641: 590: 518: 441: 394: 258: 250: 226: 208: 139: 111: 1491: 1391: 1376: 1137: 1071: 749: 693: 676: 421: 127: 1306: 538: 1496: 1461: 1381: 987: 734: 651: 620: 615: 595: 585: 528: 523: 503: 483: 448: 416: 399: 96:
model for pricing options assumes that the underlying instrument follows a traditional
73:, with random arrival times, rather than continuous movement, typically modelled as a 1619: 1398: 939: 776: 771: 729: 671: 493: 409: 349: 254: 212: 1456: 1418: 972: 904: 793: 788: 600: 508: 344: 1036: 1572: 1501: 1020: 1015: 1010: 1000: 803: 744: 739: 703: 463: 354: 136:(CTMC), an example of a jump process and a generalization of the Poisson process 170:
Tankov, P. (2003). Financial modelling with jump processes (Vol. 2). CRC press.
1564: 1511: 1051: 995: 879: 66: 1005: 229:(1976). "Option pricing when underlying stock returns are discontinuous". 187:(1976). "The valuation of options for alternative stochastic processes". 100:, with continuous, random movements at all scales, no matter how small. 832:
Generalized autoregressive conditional heteroskedasticity (GARCH) model
272: 262: 85: 88:, various stochastic models are used to model the price movements of 276: 18: 812:
Autoregressive conditional heteroskedasticity (ARCH) model
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Independent and identically distributed random variables
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proposed that prices actually follow a 'jump process'.
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Autoregressive integrated moving average (ARIMA) model
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Kolmogorov equations (continuous-time Markov chains)
1439: 1244: 1206: 1115: 1029: 986: 953: 845: 802: 712: 629: 385: 310: 114:extended this approach to a hybrid model known as 699:Stochastic chains with memory of variable length 1600: 288: 8: 69:process that has discrete movements, called 34:needs attention from an expert in statistics 1607: 1593: 827:Autoregressive–moving-average (ARMA) model 295: 281: 273: 16:Stochastic process with discrete movements 244: 202: 163: 1133:Doob's martingale convergence theorems 44:may be able to help recruit an expert. 885:Constant elasticity of variance (CEV) 875:Chan–Karolyi–Longstaff–Sanders (CKLS) 7: 1561: 1559: 1579:. You can help Knowledge (XXG) by 1372:Skorokhod's representation theorem 1153:Law of large numbers (weak/strong) 14: 1342:Martingale representation theorem 1563: 1387:Stochastic differential equation 1277:Doob's optional stopping theorem 1272:Doob–Meyer decomposition theorem 23: 1257:Convergence of random variables 1143:Fisher–Tippett–Gnedenko theorem 855:Binomial options pricing model 232:Journal of Financial Economics 190:Journal of Financial Economics 148:, an example of a jump process 130:, an example of a jump process 1: 1322:Kolmogorov continuity theorem 1158:Law of the iterated logarithm 1327:Kolmogorov extension theorem 1006:Generalized queueing network 514:Interacting particle systems 255:10.1016/0304-405X(76)90022-2 213:10.1016/0304-405X(76)90023-4 134:Continuous-time Markov chain 459:Continuous-time random walk 146:Interacting particle system 36:. The specific problem is: 1647: 1558: 1467:Extreme value theory (EVT) 1267:Doob decomposition theorem 559:Ornstein–Uhlenbeck process 330:Chinese restaurant process 1535: 1347:Optional stopping theorem 1148:Large deviation principle 900:Heath–Jarrow–Morton (HJM) 837:Moving-average (MA) model 822:Autoregressive (AR) model 647:Hidden Markov model (HMM) 581:Schramm–Loewner evolution 1262:DolĂ©ans-Dade exponential 1092:Progressively measurable 890:Cox–Ingersoll–Ross (CIR) 1482:Mathematical statistics 1472:Large deviations theory 1302:Infinitesimal generator 1163:Maximal ergodic theorem 1082:Piecewise-deterministic 684:Random dynamical system 549:Markov additive process 1575:-related article is a 1317:Karhunen–Loève theorem 1252:Cameron–Martin formula 1216:Burkholder–Davis–Gundy 611:Variance gamma process 42:WikiProject Statistics 1447:Actuarial mathematics 1409:Uniform integrability 1404:Stratonovich integral 1332:LĂ©vy–Prokhorov metric 1236:Marcinkiewicz–Zygmund 1123:Central limit theorem 725:Gaussian random field 554:McKean–Vlasov process 474:Dyson Brownian motion 335:Galton–Watson process 90:financial instruments 1626:Stochastic processes 1522:Time series analysis 1477:Mathematical finance 1362:Reflection principle 689:Regenerative process 489:Fleming–Viot process 304:Stochastic processes 1517:Stochastic analysis 1357:Quadratic variation 1352:Prokhorov's theorem 1287:Feynman–Kac formula 757:Markov random field 405:Birth–death process 102:John Carrington Cox 1487:Probability theory 1367:Skorokhod integral 1337:Malliavin calculus 920:Korn-Kreer-Lenssen 804:Time series models 767:Pitman–Yor process 92:; for example the 1631:Probability stubs 1588: 1587: 1553: 1552: 1507:Signal processing 1226:Doob's upcrossing 1221:Doob's martingale 1185:Engelbert–Schmidt 1128:Donsker's theorem 1062:Feller-continuous 930:Rendleman–Bartter 720:Dirichlet process 637:Branching process 606:Telegraph process 499:Geometric process 479:Empirical process 469:Diffusion process 325:Branching process 320:Bernoulli process 98:diffusion process 59: 58: 1638: 1609: 1602: 1595: 1567: 1560: 1527:Machine learning 1414:Usual hypotheses 1297:Girsanov theorem 1282:Dynkin's formula 1047:Continuous paths 955:Actuarial models 895:Garman–Kohlhagen 865:Black–Karasinski 860:Black–Derman–Toy 847:Financial models 713:Fields and other 642:Gaussian process 591:Sigma-martingale 395:Additive process 297: 290: 283: 274: 267: 266: 248: 239:(1–2): 125–144. 223: 217: 216: 206: 197:(1–2): 145–166. 177: 171: 168: 140:Counting process 112:Robert C. Merton 79:compound Poisson 54: 51: 45: 27: 26: 19: 1646: 1645: 1641: 1640: 1639: 1637: 1636: 1635: 1616: 1615: 1614: 1613: 1556: 1554: 1549: 1531: 1492:Queueing theory 1435: 1377:Skorokhod space 1240: 1231:Kunita–Watanabe 1202: 1168:Sanov's theorem 1138:Ergodic theorem 1111: 1107:Time-reversible 1025: 988:Queueing models 982: 978:Sparre–Anderson 968:CramĂ©r–Lundberg 949: 935:SABR volatility 841: 798: 750:Boolean network 708: 694:Renewal process 625: 574:Non-homogeneous 564:Poisson process 454:Contact process 417:Brownian motion 387:Continuous time 381: 375:Maximal entropy 306: 301: 271: 270: 246:10.1.1.588.7328 225: 224: 220: 204:10.1.1.540.5486 179: 178: 174: 169: 165: 160: 128:Poisson process 124: 55: 49: 46: 40: 28: 24: 17: 12: 11: 5: 1644: 1642: 1634: 1633: 1628: 1618: 1617: 1612: 1611: 1604: 1597: 1589: 1586: 1585: 1568: 1551: 1550: 1548: 1547: 1542: 1540:List of topics 1536: 1533: 1532: 1530: 1529: 1524: 1519: 1514: 1509: 1504: 1499: 1497:Renewal theory 1494: 1489: 1484: 1479: 1474: 1469: 1464: 1462:Ergodic theory 1459: 1454: 1452:Control theory 1449: 1443: 1441: 1437: 1436: 1434: 1433: 1432: 1431: 1426: 1416: 1411: 1406: 1401: 1396: 1395: 1394: 1384: 1382:Snell envelope 1379: 1374: 1369: 1364: 1359: 1354: 1349: 1344: 1339: 1334: 1329: 1324: 1319: 1314: 1309: 1304: 1299: 1294: 1289: 1284: 1279: 1274: 1269: 1264: 1259: 1254: 1248: 1246: 1242: 1241: 1239: 1238: 1233: 1228: 1223: 1218: 1212: 1210: 1204: 1203: 1201: 1200: 1181:Borel–Cantelli 1170: 1165: 1160: 1155: 1150: 1145: 1140: 1135: 1130: 1125: 1119: 1117: 1116:Limit theorems 1113: 1112: 1110: 1109: 1104: 1099: 1094: 1089: 1084: 1079: 1074: 1069: 1064: 1059: 1054: 1049: 1044: 1039: 1033: 1031: 1027: 1026: 1024: 1023: 1018: 1013: 1008: 1003: 998: 992: 990: 984: 983: 981: 980: 975: 970: 965: 959: 957: 951: 950: 948: 947: 942: 937: 932: 927: 922: 917: 912: 907: 902: 897: 892: 887: 882: 877: 872: 867: 862: 857: 851: 849: 843: 842: 840: 839: 834: 829: 824: 819: 814: 808: 806: 800: 799: 797: 796: 791: 786: 785: 784: 779: 769: 764: 759: 754: 753: 752: 747: 737: 735:Hopfield model 732: 727: 722: 716: 714: 710: 709: 707: 706: 701: 696: 691: 686: 681: 680: 679: 674: 669: 664: 654: 652:Markov process 649: 644: 639: 633: 631: 627: 626: 624: 623: 621:Wiener sausage 618: 616:Wiener process 613: 608: 603: 598: 596:Stable process 593: 588: 586:Semimartingale 583: 578: 577: 576: 571: 561: 556: 551: 546: 541: 536: 531: 529:Jump diffusion 526: 521: 516: 511: 506: 504:Hawkes process 501: 496: 491: 486: 484:Feller process 481: 476: 471: 466: 461: 456: 451: 449:Cauchy process 446: 445: 444: 439: 434: 429: 424: 414: 413: 412: 402: 400:Bessel process 397: 391: 389: 383: 382: 380: 379: 378: 377: 372: 367: 362: 352: 347: 342: 337: 332: 327: 322: 316: 314: 308: 307: 302: 300: 299: 292: 285: 277: 269: 268: 218: 172: 162: 161: 159: 156: 155: 154: 149: 143: 137: 131: 123: 120: 116:jump diffusion 57: 56: 31: 29: 22: 15: 13: 10: 9: 6: 4: 3: 2: 1643: 1632: 1629: 1627: 1624: 1623: 1621: 1610: 1605: 1603: 1598: 1596: 1591: 1590: 1584: 1582: 1578: 1574: 1569: 1566: 1562: 1557: 1546: 1543: 1541: 1538: 1537: 1534: 1528: 1525: 1523: 1520: 1518: 1515: 1513: 1510: 1508: 1505: 1503: 1500: 1498: 1495: 1493: 1490: 1488: 1485: 1483: 1480: 1478: 1475: 1473: 1470: 1468: 1465: 1463: 1460: 1458: 1455: 1453: 1450: 1448: 1445: 1444: 1442: 1438: 1430: 1427: 1425: 1422: 1421: 1420: 1417: 1415: 1412: 1410: 1407: 1405: 1402: 1400: 1399:Stopping time 1397: 1393: 1390: 1389: 1388: 1385: 1383: 1380: 1378: 1375: 1373: 1370: 1368: 1365: 1363: 1360: 1358: 1355: 1353: 1350: 1348: 1345: 1343: 1340: 1338: 1335: 1333: 1330: 1328: 1325: 1323: 1320: 1318: 1315: 1313: 1310: 1308: 1305: 1303: 1300: 1298: 1295: 1293: 1290: 1288: 1285: 1283: 1280: 1278: 1275: 1273: 1270: 1268: 1265: 1263: 1260: 1258: 1255: 1253: 1250: 1249: 1247: 1243: 1237: 1234: 1232: 1229: 1227: 1224: 1222: 1219: 1217: 1214: 1213: 1211: 1209: 1205: 1198: 1194: 1190: 1189:Hewitt–Savage 1186: 1182: 1178: 1174: 1173:Zero–one laws 1171: 1169: 1166: 1164: 1161: 1159: 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692: 690: 687: 685: 682: 678: 675: 673: 670: 668: 665: 663: 660: 659: 658: 655: 653: 650: 648: 645: 643: 640: 638: 635: 634: 632: 628: 622: 619: 617: 614: 612: 609: 607: 604: 602: 599: 597: 594: 592: 589: 587: 584: 582: 579: 575: 572: 570: 567: 566: 565: 562: 560: 557: 555: 552: 550: 547: 545: 542: 540: 537: 535: 532: 530: 527: 525: 522: 520: 519:ItĂ´ diffusion 517: 515: 512: 510: 507: 505: 502: 500: 497: 495: 494:Gamma process 492: 490: 487: 485: 482: 480: 477: 475: 472: 470: 467: 465: 462: 460: 457: 455: 452: 450: 447: 443: 440: 438: 435: 433: 430: 428: 425: 423: 420: 419: 418: 415: 411: 408: 407: 406: 403: 401: 398: 396: 393: 392: 390: 388: 384: 376: 373: 371: 368: 366: 365:Self-avoiding 363: 361: 358: 357: 356: 353: 351: 350:Moran process 348: 346: 343: 341: 338: 336: 333: 331: 328: 326: 323: 321: 318: 317: 315: 313: 312:Discrete time 309: 305: 298: 293: 291: 286: 284: 279: 278: 275: 264: 260: 256: 252: 247: 242: 238: 234: 233: 228: 227:Merton, R. C. 222: 219: 214: 210: 205: 200: 196: 192: 191: 186: 182: 176: 173: 167: 164: 157: 153: 150: 147: 144: 141: 138: 135: 132: 129: 126: 125: 121: 119: 117: 113: 109: 107: 103: 99: 95: 94:Black–Scholes 91: 87: 82: 80: 76: 72: 68: 65:is a type of 64: 53: 50:December 2013 43: 39: 35: 32:This article 30: 21: 20: 1581:expanding it 1570: 1555: 1457:Econometrics 1419:Wiener space 1307:ItĂ´ integral 1208:Inequalities 1097:Self-similar 1067:Gauss–Markov 1057:Exchangeable 1037:CĂ dlĂ g paths 973:Risk process 925:LIBOR market 794:Random graph 789:Random field 601:Superprocess 539:LĂ©vy process 534:Jump process 533: 509:Hunt process 345:Markov chain 236: 230: 221: 194: 188: 175: 166: 110: 106:Stephen Ross 83: 63:jump process 62: 60: 47: 37: 33: 1573:probability 1502:Ruin theory 1440:Disciplines 1312:ItĂ´'s lemma 1087:Predictable 762:Percolation 745:Potts model 740:Ising model 704:White noise 662:Differences 524:ItĂ´ process 464:Cox process 360:Loop-erased 355:Random walk 263:1721.1/1899 185:Ross, S. A. 1620:Categories 1512:Statistics 1292:Filtration 1193:Kolmogorov 1177:Blumenthal 1102:Stationary 1042:Continuous 1030:Properties 915:Hull–White 657:Martingale 544:Local time 432:Fractional 410:pure birth 181:Cox, J. C. 158:References 67:stochastic 1424:Classical 437:Geometric 427:Excursion 241:CiteSeerX 199:CiteSeerX 81:process. 1545:Category 1429:Abstract 963:BĂĽhlmann 569:Compound 122:See also 1052:Ergodic 940:Vašíček 782:Poisson 442:Meander 86:finance 1392:Tanaka 1077:Mixing 1072:Markov 945:Wilkie 910:Ho–Lee 905:Heston 677:Super- 422:Bridge 370:Biased 243:  201:  75:simple 1571:This 1245:Tools 1021:M/M/c 1016:M/M/1 1011:M/G/1 1001:Fluid 667:Local 71:jumps 1577:stub 1197:LĂ©vy 996:Bulk 880:Chen 672:Sub- 630:Both 104:and 777:Cox 259:hdl 251:doi 209:doi 84:In 77:or 1622:: 1195:, 1191:, 1187:, 1183:, 1179:, 257:. 249:. 235:. 207:. 193:. 183:; 61:A 1608:e 1601:t 1594:v 1583:. 1199:) 1175:( 296:e 289:t 282:v 265:. 261:: 253:: 237:3 215:. 211:: 195:3 52:) 48:(

Index

WikiProject Statistics
stochastic
jumps
simple
compound Poisson
finance
financial instruments
Black–Scholes
diffusion process
John Carrington Cox
Stephen Ross
Robert C. Merton
jump diffusion
Poisson process
Continuous-time Markov chain
Counting process
Interacting particle system
Kolmogorov equations (continuous-time Markov chains)
Cox, J. C.
Ross, S. A.
Journal of Financial Economics
CiteSeerX
10.1.1.540.5486
doi
10.1016/0304-405X(76)90023-4
Merton, R. C.
Journal of Financial Economics
CiteSeerX
10.1.1.588.7328
doi

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