Knowledge

Peter Rousseeuw

Source 📝

31: 398:
From 2016 onward Peter Rousseeuw worked on creating a new biennial prize, sponsored by him. The goal of the prize is to recognize outstanding statistical innovations with impact on society, and to promote awareness of the important role and intellectual content of statistics and its profound impact
276:
display shows the result of a cluster analysis, and the corresponding silhouette coefficient is often used to select the number of clusters. The work on cluster analysis led to a book titled Finding Groups in Data. Rousseeuw was the original developer of the
399:
on human endeavors. The award amount is 1 million US dollars, similar to the Nobel Prize in other fields. The first award in 2022 went to the topic of Causal Inference in Medicine and Public Health. It was presented by His Majesty King
783:
Kaufman, L.; Rousseeuw, P.J. (1987). "Clustering by means of Medoids". Statistical Data Analysis Based on the L1–Norm and Related Methods, edited by Y. Dodge, North-Holland: 405–416.
1393: 343:
His more recent work has focused on concepts and algorithms for statistical depth functions in the settings of multivariate, regression and functional data, and on robust
315: 1388: 376: 253:
He also introduced the Minimum Volume Ellipsoid and Minimum Covariance Determinant methods for robust scatter matrices. This work led to his book
222:, until becoming emeritus in 2022. His former PhD students include Annick Leroy, Hendrik Lopuhaä, Geert Molenberghs, Christophe Croux, 1398: 1033:
Hubert, Mia; Rousseeuw, Peter J; Vanden Branden, Karlien (2005). "ROBPCA: A New Approach to Robust Principal Component Analysis".
662: 288: 254: 199: 1321: 898: 832: 713: 680: 449: 360: 356: 756:
Rousseeuw, Peter J.; Van Driessen, Katrien (1999). "A Fast Algorithm for the Minimum Covariance Determinant Estimator".
384: 364: 1378: 392: 203: 107: 371:, which collected and annotated the 60 most influential papers in statistics from 1850 to 1990. He became an 1383: 344: 729:
Rousseeuw, Peter J.; van Zomeren, Bert C. (1990). "Unmasking Multivariate Outliers and Leverage Points".
380: 372: 191: 76: 318: 801: 626:
Rousseeuw, Peter J.; Van Driessen, Katrien (2006). "Computing LTS Regression for Large Data Sets".
603: 536: 322: 215: 119: 273: 936:
Rousseeuw, Peter J.; Croux, Christophe (1993). "Alternatives to the Median Absolute Deviation".
1368: 598: 207: 111: 914: 788: 235: 211: 115: 1373: 971:
Rousseeuw, Peter J.; Ruts, Ida; Tukey, John W. (1999). "The bagplot: a bivariate boxplot".
293: 8: 400: 1278: 1258: 1219: 1199: 1160: 1140: 1101: 1081: 1050: 1015: 953: 850:"Silhouettes: A graphical aid to the interpretation and validation of cluster analysis" 643: 561: 1317: 1286: 1227: 1168: 1109: 894: 866: 849: 828: 709: 676: 647: 465: 445: 347:. His current research is on visualization of classification and cellwise outliers. 243: 183: 1309: 1268: 1209: 1150: 1091: 1054: 1042: 1007: 984: 980: 945: 886: 861: 820: 769: 765: 742: 738: 701: 668: 635: 612: 608: 437: 408: 269: 187: 146: 1273: 1246: 1214: 1187: 1155: 1128: 1096: 1069: 412: 1129:"Silhouettes and Quasi Residual Plots for Neural Nets and Tree-based Classifiers" 705: 234:
Rousseeuw has constructed and published many useful techniques. He proposed the
1046: 696:
Rousseeuw, P.; Yohai, V. (1984). "Robust Regression by Means of S-Estimators".
518: 432:
Hampel, Frank; Ronchetti, Elvezio; Rousseeuw, Peter J.; Stahel, Werner (1986).
1313: 639: 1362: 1290: 1282: 1231: 1223: 1172: 1164: 1113: 1105: 916:
cluster: "Finding Groups in Data": Cluster Analysis Extended Rousseeuw et al.
404: 179: 151: 890: 824: 441: 30: 239: 1019: 957: 672: 329: 223: 163: 97: 80: 493: 278: 265: 219: 123: 1011: 949: 1263: 1204: 1145: 1086: 247: 589:
Rousseeuw, Peter J. (1984). "Least Median of Squares Regression".
367:(1994). His 1984 paper on robust regression has been reprinted in 1337: 390: 337: 333: 66: 700:. Lecture Notes in Statistics. Vol. 26. pp. 256–272. 261: 130: 431: 375:
in 2003, and was awarded the Jack Youden Prize (2018) and the
1061: 1032: 998:
Rousseeuw, Peter J.; Hubert, Mia (1999). "Regression Depth".
1068:
Raymaekers, Jakob; Rousseeuw, Peter J.; Hubert, Mia (2022).
434:
Robust statistics: the approach based on influence functions
883:
Finding groups in data: an introduction to cluster analysis
817:
Finding groups in data: an introduction to cluster analysis
782: 1067: 195: 1185: 1238: 1127:
Raymaekers, Jakob; Rousseeuw, Peter J. (4 April 2022).
1120: 272:, also known as Partitioning Around Medoids (PAM). His 226:, Stefan Van Aelst, Tim Verdonck and Jakob Raymaekers. 1186:
Rousseeuw, Peter J.; Van Den Bossche, Wannes (2018).
755: 625: 296: 1179: 728: 1394:
Fellows of the Institute of Mathematical Statistics
1247:"Fast Robust Correlation for High-Dimensional Data" 1244: 1126: 1070:"Class Maps for Visualizing Classification Results" 970: 309: 1133:Journal of Computational and Graphical Statistics 1360: 880: 854:Journal of Computational and Applied Mathematics 814: 494:"ROBUST@Leuven – Departement Wiskunde KU Leuven" 1389:Fellows of the American Statistical Association 1245:Raymaekers, Jakob; Rousseeuw, Peter J. (2021). 1000:Journal of the American Statistical Association 997: 938:Journal of the American Statistical Association 731:Journal of the American Statistical Association 591:Journal of the American Statistical Association 136:New Infinitesimal Methods in Robust Statistics 935: 881:Kaufman, Leonard; Rousseeuw, Peter J. (1990). 815:Kaufman, Leonard; Rousseeuw, Peter J. (1990). 695: 661:Rousseeuw, Peter J.; Leroy, Annick M. (1987). 660: 218:. He then returned to Belgium as professor at 214:, Belgium. Next he was a senior researcher at 1303: 29: 1272: 1262: 1213: 1203: 1154: 1144: 1095: 1085: 865: 847: 698:Robust and Nonlinear Time Series Analysis 602: 588: 381:Gottfried E. Distinguished Scholar Award 260:With Leonard Kaufman he coined the term 194:, following research carried out at the 907: 667:(3. print. ed.). New York: Wiley. 664:Robust Regression and Outlier Detection 466:"KU Leuven who's who - Peter Rousseeuw" 284:along with Mia Hubert and Anja Struyf. 255:Robust Regression and Outlier Detection 1361: 1304:Kotz, Samuel; Johnson, Norman (1992). 1308:. Vol. III. New York: Springer. 190:. He obtained his PhD in 1981 at the 1338:"The Rousseeuw Prize for Statistics" 584: 582: 488: 486: 361:Institute of Mathematical Statistics 336:, a bivariate generalization of the 628:Data Mining and Knowledge Discovery 357:International Statistical Institute 317:is an efficient alternative to the 13: 198:in Zurich, which led to a book on 14: 1410: 579: 523:The Mathematics Genealogy Project 483: 379:(2021). In 2024, he received the 1188:"Detecting Deviating Data Cells" 385:American Statistical Association 365:American Statistical Association 355:Rousseeuw was elected Member of 202:. Later he was professor at the 16:Belgian statistician (born 1956) 1399:R (programming language) people 1330: 1297: 1026: 991: 964: 929: 874: 841: 808: 776: 749: 722: 689: 289:Rousseeuw–Croux scale estimator 985:10.1080/00031305.1999.10474494 770:10.1080/00401706.1999.10485670 743:10.1080/01621459.1990.10474920 654: 619: 613:10.1080/01621459.1984.10477105 554: 529: 511: 458: 425: 393:Rousseeuw Prize for Statistics 350: 204:Delft University of Technology 108:Delft University of Technology 1: 1274:10.1080/00401706.2019.1677270 1215:10.1080/00401706.2017.1340909 1156:10.1080/10618600.2022.2050249 1097:10.1080/00401706.2021.1927849 418: 867:10.1016/0377-0427(87)90125-7 848:Rousseeuw, Peter J. (1987). 706:10.1007/978-1-4615-7821-5_15 415:and Eric Tchetgen Tchetgen. 345:principal component analysis 178:(born 13 October 1956) is a 7: 1306:Breakthroughs in Statistics 373:ISI highly cited researcher 369:Breakthroughs in Statistics 229: 10: 1415: 1047:10.1198/004017004000000563 363:(1993), and Fellow of the 210:, Switzerland, and at the 206:, The Netherlands, at the 192:Vrije Universiteit Brussel 77:Vrije Universiteit Brussel 1314:10.1007/978-1-4612-0667-5 973:The American Statistician 640:10.1007/s10618-005-0024-4 319:median absolute deviation 169: 159: 145: 129: 103: 93: 86: 72: 62: 40: 28: 21: 323:robust measures of scale 216:Renaissance Technologies 120:Renaissance Technologies 35:Peter Rousseeuw in 2022 796:Cite journal requires 311: 208:University of Fribourg 182:known for his work on 112:University of Fribourg 1379:Belgian statisticians 891:10.1002/9780470316801 825:10.1002/9780470316801 442:10.1002/9781118186435 411:, Thomas Richardson, 312: 310:{\displaystyle Q_{n}} 236:Least Trimmed Squares 212:University of Antwerp 116:University of Antwerp 377:Frank Wilcoxon Prize 294: 1384:People from Wilrijk 885:. New York: Wiley. 819:. New York: Wiley. 436:. New York: Wiley. 401:Philippe of Belgium 264:when proposing the 257:with Annick Leroy. 246:, which can resist 200:influence functions 673:10.1002/0471725382 359:(1991), Fellow of 332:he introduced the 328:With Ida Ruts and 307: 176:Peter J. Rousseeuw 23:Peter J. Rousseeuw 1323:978-0-387-94988-8 900:978-0-471-87876-6 834:978-0-471-87876-6 715:978-0-387-96102-6 682:978-0-471-85233-9 562:"Peter Rousseeuw" 537:"Peter Rousseeuw" 519:"Peter Rousseeuw" 451:978-0-471-73577-9 403:to the laureates 244:robust regression 184:robust statistics 173: 172: 160:Doctoral students 88:Scientific career 1406: 1353: 1352: 1350: 1348: 1334: 1328: 1327: 1301: 1295: 1294: 1276: 1266: 1242: 1236: 1235: 1217: 1207: 1183: 1177: 1176: 1158: 1148: 1139:(4): 1332–1343. 1124: 1118: 1117: 1099: 1089: 1065: 1059: 1058: 1030: 1024: 1023: 995: 989: 988: 968: 962: 961: 933: 927: 926: 925: 924: 911: 905: 904: 878: 872: 871: 869: 845: 839: 838: 812: 806: 805: 799: 794: 792: 784: 780: 774: 773: 753: 747: 746: 737:(411): 633–639. 726: 720: 719: 693: 687: 686: 658: 652: 651: 623: 617: 616: 606: 597:(388): 871–880. 586: 577: 576: 574: 572: 558: 552: 551: 549: 547: 533: 527: 526: 515: 509: 508: 506: 504: 490: 481: 480: 478: 476: 462: 456: 455: 429: 409:Andrea Rotnitzky 391:Creation of the 316: 314: 313: 308: 306: 305: 270:cluster analysis 188:cluster analysis 155:Jean Haezendonck 147:Doctoral advisor 141: 57:Wilrijk, Belgium 54: 50: 48: 33: 19: 18: 1414: 1413: 1409: 1408: 1407: 1405: 1404: 1403: 1359: 1358: 1357: 1356: 1346: 1344: 1342:Rousseeuw Prize 1336: 1335: 1331: 1324: 1302: 1298: 1243: 1239: 1184: 1180: 1125: 1121: 1066: 1062: 1031: 1027: 1012:10.2307/2670155 996: 992: 969: 965: 950:10.2307/2291267 934: 930: 922: 920: 913: 912: 908: 901: 879: 875: 846: 842: 835: 813: 809: 797: 795: 786: 785: 781: 777: 754: 750: 727: 723: 716: 694: 690: 683: 659: 655: 624: 620: 587: 580: 570: 568: 560: 559: 555: 545: 543: 535: 534: 530: 517: 516: 512: 502: 500: 492: 491: 484: 474: 472: 464: 463: 459: 452: 430: 426: 421: 396: 353: 301: 297: 295: 292: 291: 232: 154: 139: 122: 118: 114: 110: 79: 58: 55: 52: 51:13 October 1956 46: 44: 36: 24: 17: 12: 11: 5: 1412: 1402: 1401: 1396: 1391: 1386: 1381: 1376: 1371: 1355: 1354: 1329: 1322: 1296: 1257:(2): 184–198. 1237: 1198:(2): 135–145. 1178: 1119: 1080:(2): 151–165. 1060: 1025: 990: 979:(4): 382–387. 963: 928: 906: 899: 873: 840: 833: 807: 798:|journal= 775: 764:(3): 212–223. 748: 721: 714: 688: 681: 653: 618: 604:10.1.1.464.928 578: 553: 541:Google Scholar 528: 510: 482: 457: 450: 423: 422: 420: 417: 395: 389: 352: 349: 304: 300: 231: 228: 171: 170: 167: 166: 161: 157: 156: 149: 143: 142: 133: 127: 126: 105: 101: 100: 95: 91: 90: 84: 83: 74: 70: 69: 64: 60: 59: 56: 42: 38: 37: 34: 26: 25: 22: 15: 9: 6: 4: 3: 2: 1411: 1400: 1397: 1395: 1392: 1390: 1387: 1385: 1382: 1380: 1377: 1375: 1372: 1370: 1369:Living people 1367: 1366: 1364: 1343: 1339: 1333: 1325: 1319: 1315: 1311: 1307: 1300: 1292: 1288: 1284: 1280: 1275: 1270: 1265: 1260: 1256: 1252: 1251:Technometrics 1248: 1241: 1233: 1229: 1225: 1221: 1216: 1211: 1206: 1201: 1197: 1193: 1192:Technometrics 1189: 1182: 1174: 1170: 1166: 1162: 1157: 1152: 1147: 1142: 1138: 1134: 1130: 1123: 1115: 1111: 1107: 1103: 1098: 1093: 1088: 1083: 1079: 1075: 1074:Technometrics 1071: 1064: 1056: 1052: 1048: 1044: 1040: 1036: 1035:Technometrics 1029: 1021: 1017: 1013: 1009: 1005: 1001: 994: 986: 982: 978: 974: 967: 959: 955: 951: 947: 944:(424): 1273. 943: 939: 932: 918: 917: 910: 902: 896: 892: 888: 884: 877: 868: 863: 859: 855: 851: 844: 836: 830: 826: 822: 818: 811: 803: 790: 779: 771: 767: 763: 759: 758:Technometrics 752: 744: 740: 736: 732: 725: 717: 711: 707: 703: 699: 692: 684: 678: 674: 670: 666: 665: 657: 649: 645: 641: 637: 633: 629: 622: 614: 610: 605: 600: 596: 592: 585: 583: 567: 563: 557: 542: 538: 532: 524: 520: 514: 499: 495: 489: 487: 471: 467: 461: 453: 447: 443: 439: 435: 428: 424: 416: 414: 413:Miguel Hernán 410: 406: 402: 394: 388: 386: 382: 378: 374: 370: 366: 362: 358: 348: 346: 341: 339: 335: 331: 326: 324: 320: 302: 298: 290: 285: 283: 280: 275: 271: 267: 263: 258: 256: 251: 250:in the data. 249: 245: 241: 237: 227: 225: 221: 217: 213: 209: 205: 201: 197: 193: 189: 185: 181: 177: 168: 165: 162: 158: 153: 150: 148: 144: 137: 134: 132: 128: 125: 121: 117: 113: 109: 106: 102: 99: 96: 92: 89: 85: 82: 78: 75: 71: 68: 65: 61: 53:(age 67) 43: 39: 32: 27: 20: 1345:. Retrieved 1341: 1332: 1305: 1299: 1254: 1250: 1240: 1195: 1191: 1181: 1136: 1132: 1122: 1077: 1073: 1063: 1041:(1): 64–79. 1038: 1034: 1028: 1006:(446): 388. 1003: 999: 993: 976: 972: 966: 941: 937: 931: 921:, retrieved 919:, 2021-04-17 915: 909: 882: 876: 857: 853: 843: 816: 810: 789:cite journal 778: 761: 757: 751: 734: 730: 724: 697: 691: 663: 656: 634:(1): 29–45. 631: 627: 621: 594: 590: 569:. Retrieved 566:ResearchGate 565: 556: 544:. Retrieved 540: 531: 522: 513: 501:. Retrieved 497: 473:. Retrieved 469: 460: 433: 427: 405:James Robins 397: 368: 354: 342: 327: 286: 281: 259: 252: 240:S-estimators 233: 180:statistician 175: 174: 152:Frank Hampel 135: 104:Institutions 87: 1374:1956 births 546:21 December 503:21 December 475:21 December 351:Recognition 268:method for 238:method and 63:Nationality 1363:Categories 1347:1 November 1264:1712.05151 1205:1601.07251 1146:2106.08814 1087:2007.14495 923:2021-05-27 571:6 November 419:References 330:John Tukey 274:silhouette 224:Mia Hubert 164:Mia Hubert 98:Statistics 81:ETH Zurich 47:1956-10-13 1291:0040-1706 1283:1537-2723 1232:0040-1706 1224:1537-2723 1173:1061-8600 1165:1537-2715 1114:0040-1706 1106:1537-2723 860:: 53–65. 648:207113006 599:CiteSeerX 498:Ku Leuven 470:Ku Leuven 279:R package 266:k-medoids 220:KU Leuven 124:KU Leuven 73:Education 248:outliers 230:Research 1055:5071469 1020:2670155 958:2291267 383:of the 338:boxplot 334:bagplot 282:cluster 67:Belgian 1320:  1289:  1281:  1230:  1222:  1171:  1163:  1112:  1104:  1053:  1018:  956:  897:  831:  712:  679:  646:  601:  448:  262:medoid 140:(1981) 138:  131:Thesis 94:Fields 1279:eISSN 1259:arXiv 1220:eISSN 1200:arXiv 1161:eISSN 1141:arXiv 1102:eISSN 1082:arXiv 1051:S2CID 1016:JSTOR 954:JSTOR 644:S2CID 321:(see 1349:2022 1318:ISBN 1287:ISSN 1228:ISSN 1169:ISSN 1110:ISSN 895:ISBN 829:ISBN 802:help 710:ISBN 677:ISBN 573:2022 548:2015 505:2015 477:2015 446:ISBN 287:The 242:for 186:and 41:Born 1310:doi 1269:doi 1210:doi 1151:doi 1092:doi 1043:doi 1008:doi 981:doi 946:doi 887:doi 862:doi 821:doi 766:doi 739:doi 702:doi 669:doi 636:doi 609:doi 438:doi 325:). 196:ETH 1365:: 1340:. 1316:. 1285:. 1277:. 1267:. 1255:63 1253:. 1249:. 1226:. 1218:. 1208:. 1196:60 1194:. 1190:. 1167:. 1159:. 1149:. 1137:31 1135:. 1131:. 1108:. 1100:. 1090:. 1078:64 1076:. 1072:. 1049:. 1039:47 1037:. 1014:. 1004:94 1002:. 977:53 975:. 952:. 942:88 940:. 893:. 858:20 856:. 852:. 827:. 793:: 791:}} 787:{{ 762:41 760:. 735:85 733:. 708:. 675:. 642:. 632:12 630:. 607:. 595:79 593:. 581:^ 564:. 539:. 521:. 496:. 485:^ 468:. 444:. 407:, 387:. 340:. 49:) 1351:. 1326:. 1312:: 1293:. 1271:: 1261:: 1234:. 1212:: 1202:: 1175:. 1153:: 1143:: 1116:. 1094:: 1084:: 1057:. 1045:: 1022:. 1010:: 987:. 983:: 960:. 948:: 903:. 889:: 870:. 864:: 837:. 823:: 804:) 800:( 772:. 768:: 745:. 741:: 718:. 704:: 685:. 671:: 650:. 638:: 615:. 611:: 575:. 550:. 525:. 507:. 479:. 454:. 440:: 303:n 299:Q 45:(

Index


Belgian
Vrije Universiteit Brussel
ETH Zurich
Statistics
Delft University of Technology
University of Fribourg
University of Antwerp
Renaissance Technologies
KU Leuven
Thesis
Doctoral advisor
Frank Hampel
Mia Hubert
statistician
robust statistics
cluster analysis
Vrije Universiteit Brussel
ETH
influence functions
Delft University of Technology
University of Fribourg
University of Antwerp
Renaissance Technologies
KU Leuven
Mia Hubert
Least Trimmed Squares
S-estimators
robust regression
outliers

Text is available under the Creative Commons Attribution-ShareAlike License. Additional terms may apply.