Data Mining and Knowledge Discovery Handbook

Front Cover
Oded Z. Maimon, Oded Maimon, Lior Rokach
Springer Science & Business Media, 2005 - 1383 pages
Data Mining and Knowledge Discovery Handbook organizes all major concepts, theories, methodologies, trends, challenges and applications of data mining (DM) and knowledge discovery in databases (KDD) into a coherent and unified repository. This book first surveys, then provides comprehensive yet concise algorithmic descriptions of methods, including classic methods plus the extensions and novel methods developed recently. This volume concludes with in-depth descriptions of data mining applications in various interdisciplinary industries including finance, marketing, medicine, biology, engineering, telecommunications, software, and security. Data Mining and Knowledge Discovery Handbook is designed for research scientists and graduate-level students in computer science and engineering. This book is also suitable for professionals in fields such as computing applications, information systems management, and strategic research management.

From inside the book

Contents

I
1
II
2
III
6
IV
8
V
9
VI
11
VII
12
VIII
13
CCXXXII
731
CCXXXIII
733
CCXXXIV
737
CCXXXV
743
CCXXXVII
744
CCXXXVIII
749
CCXXXIX
751
CCXL
758

IX
21
X
22
XI
26
XII
27
XIII
33
XV
37
XVI
39
XVII
48
XVIII
53
XX
59
XXI
61
XXII
73
XXIII
86
XXIV
88
XXV
89
XXVI
93
XXVII
96
XXVIII
106
XXIX
109
XXX
113
XXXI
114
XXXII
116
XXXIII
118
XXXIV
125
XXXV
127
XXXVI
128
XXXVII
131
XXXVIII
132
XXXIX
133
XL
137
XLI
141
XLII
142
XLIII
149
XLIV
150
XLV
151
XLVI
152
XLVIII
158
XLIX
159
L
161
LI
162
LII
165
LIII
167
LIV
168
LV
174
LVII
175
LVIII
179
LIX
181
LX
183
LXI
185
LXII
187
LXIII
193
LXIV
195
LXV
198
LXVI
200
LXVII
211
LXVIII
218
LXIX
223
LXX
226
LXXII
231
LXXIII
232
LXXIV
234
LXXV
236
LXXVI
238
LXXVII
239
LXXVIII
242
LXXIX
252
LXXX
253
LXXXI
257
LXXXII
259
LXXXIII
264
LXXXIV
269
LXXXV
272
LXXXVI
273
LXXXVIII
277
LXXXIX
279
XC
281
XCI
291
XCII
292
XCIII
293
XCV
297
XCVI
298
XCVII
304
XCVIII
316
XCIX
318
C
321
CII
322
CIII
325
CIV
326
CV
330
CVI
342
CVII
346
CVIII
349
CIX
353
CXI
356
CXII
362
CXIII
364
CXIV
372
CXV
373
CXVI
377
CXVII
378
CXVIII
381
CXIX
384
CXX
386
CXXI
388
CXXII
391
CXXIII
392
CXXIV
393
CXXV
399
CXXVI
402
CXXVII
404
CXXVIII
406
CXXIX
413
CXXX
414
CXXXI
417
CXXXIII
419
CXXXIV
422
CXXXV
424
CXXXVI
426
CXXXVII
428
CXXXVIII
430
CXL
435
CXLI
436
CXLII
442
CXLIII
447
CXLIV
450
CXLV
456
CXLVI
459
CXLVII
461
CXLVIII
469
CXLIX
470
CL
472
CLI
476
CLII
478
CLIII
479
CLIV
480
CLV
485
CLVI
487
CLVII
488
CLVIII
490
CLIX
506
CLX
508
CLXII
517
CLXIII
518
CLXIV
522
CLXV
525
CLXVI
532
CLXVIII
535
CLXIX
536
CLXX
538
CLXXI
540
CLXXII
541
CLXXIII
543
CLXXIV
549
CLXXV
553
CLXXVI
556
CLXXVII
558
CLXXIX
565
CLXXX
567
CLXXXI
573
CLXXXII
578
CLXXXIII
582
CLXXXIV
584
CLXXXV
585
CLXXXVI
589
CLXXXVII
590
CLXXXVIII
593
CLXXXIX
598
CXC
599
CXCII
603
CXCIII
604
CXCV
605
CXCVI
610
CXCVII
611
CXCVIII
614
CXCIX
622
CC
623
CCI
627
CCII
628
CCIII
629
CCIV
633
CCV
641
CCVI
642
CCVII
645
CCIX
649
CCX
650
CCXI
651
CCXII
652
CCXIII
655
CCXIV
656
CCXV
657
CCXVI
661
CCXVII
663
CCXVIII
664
CCXIX
671
CCXX
675
CCXXI
694
CCXXII
697
CCXXIII
698
CCXXIV
704
CCXXV
712
CCXXVI
714
CCXXVII
715
CCXXVIII
717
CCXXIX
719
CCXXX
725
CCXXXI
726
CCXLI
760
CCXLII
762
CCXLIV
765
CCXLV
767
CCXLVI
770
CCXLVII
774
CCXLVIII
775
CCXLIX
777
CCL
778
CCLI
779
CCLII
781
CCLIII
783
CCLIV
789
CCLV
790
CCLVI
793
CCLVII
794
CCLIX
795
CCLX
797
CCLXI
798
CCLXII
801
CCLXIII
803
CCLXIV
804
CCLXVI
808
CCLXVII
814
CCLXVIII
815
CCLXIX
820
CCLXX
833
CCLXXI
834
CCLXXII
837
CCLXXIII
841
CCLXXIV
844
CCLXXV
848
CCLXXVI
849
CCLXXVIII
850
CCLXXIX
853
CCLXXX
854
CCLXXXI
858
CCLXXXII
860
CCLXXXIII
862
CCLXXXIV
863
CCLXXXV
869
CCLXXXVI
874
CCLXXXVII
884
CCLXXXVIII
889
CCLXXXIX
894
CCXC
895
CCXCI
899
CCXCIII
900
CCXCIV
902
CCXCV
904
CCXCVI
905
CCXCVII
907
CCXCVIII
908
CCXCIX
909
CCC
910
CCCI
911
CCCIII
921
CCCIV
922
CCCVI
924
CCCVII
935
CCCVIII
937
CCCX
945
CCCXI
946
CCCXII
949
CCCXIII
950
CCCXIV
953
CCCXVI
954
CCCXVII
957
CCCXVIII
958
CCCXIX
964
CCCXX
966
CCCXXI
973
CCCXXII
974
CCCXXIII
976
CCCXXIV
977
CCCXXV
981
CCCXXVI
984
CCCXXVII
986
CCCXXVIII
991
CCCXXIX
996
CCCXXX
999
CCCXXXII
1005
CCCXXXIII
1006
CCCXXXIV
1009
CCCXXXV
1012
CCCXXXVIII
1013
CCCXXXIX
1017
CCCXL
1018
CCCXLI
1019
CCCXLII
1027
CCCXLIII
1033
CCCXLIV
1038
CCCXLV
1039
CCCXLVI
1043
CCCXLVII
1044
CCCXLVIII
1047
CCCXLIX
1048
CCCL
1052
CCCLI
1053
CCCLII
1054
CCCLIII
1057
CCCLIV
1058
CCCLV
1059
CCCLVI
1060
CCCLVII
1062
CCCLIX
1063
CCCLX
1066
CCCLXII
1069
CCCLXIII
1071
CCCLXIV
1077
CCCLXV
1088
CCCLXVI
1098
CCCLXVIII
1107
CCCLXIX
1109
CCCLXX
1120
CCCLXXI
1126
CCCLXXII
1129
CCCLXXV
1139
CCCLXXVI
1141
CCCLXXVII
1148
CCCLXXVIII
1156
CCCLXXX
1159
CCCLXXXI
1160
CCCLXXXII
1161
CCCLXXXIII
1165
CCCLXXXIV
1166
CCCLXXXV
1167
CCCLXXXVI
1169
CCCLXXXVII
1171
CCCLXXXVIII
1172
CCCLXXXIX
1175
CCCXC
1177
CCCXCI
1178
CCCXCII
1180
CCCXCIII
1182
CCCXCIV
1183
CCCXCV
1189
CCCXCVI
1190
CCCXCVII
1194
CCCXCVIII
1199
CCCXCIX
1200
CD
1203
CDI
1205
CDII
1210
CDIII
1214
CDIV
1219
CDV
1221
CDVI
1225
CDVII
1226
CDVIII
1228
CDIX
1235
CDX
1236
CDXI
1239
CDXII
1241
CDXIII
1242
CDXIV
1243
CDXV
1246
CDXVI
1247
CDXVIII
1249
CDXIX
1251
CDXX
1252
CDXXI
1261
CDXXII
1263
CDXXIII
1265
CDXXIV
1268
CDXXV
1275
CDXXVI
1281
CDXXVII
1285
CDXXVIII
1297
CDXXIX
1299
CDXXX
1305
CDXXXI
1313
CDXXXII
1315
CDXXXIII
1317
CDXXXIV
1319
CDXXXV
1324
CDXXXVI
1325
CDXXXVII
1327
CDXXXVIII
1328
CDXXXIX
1331
CDXL
1332
CDXLI
1336
CDXLII
1338
CDXLIII
1340
CDXLIV
1343
CDXLV
1344
CDXLVI
1347
CDXLVII
1348
CDXLIX
1349
CDL
1350
CDLII
1353
CDLIII
1354
CDLIV
1355
CDLVI
1360
CDLVIII
1363
CDLXI
1365
CDLXIII
1366
CDLXV
1367
CDLXVII
1368
CDLXIX
1369
CDLXXI
1371
CDLXXII
1372
CDLXXIII
1374
CDLXXIV
1377
CDLXXV
1379
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