Data Mining and Knowledge Discovery HandbookOded 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
Results 1-5 of 82
Page vii
... Regression as a Smoother 238 6 . Smoothers for Multiple Predictors 239 7 . Recursive Partitioning 242 8 . Conclusions 252 Acknowledgments 252 References 253 12 Support Vector Machines 257 Armin Shmilovici 1 . 2 Contents vii.
... Regression as a Smoother 238 6 . Smoothers for Multiple Predictors 239 7 . Recursive Partitioning 242 8 . Conclusions 252 Acknowledgments 252 References 253 12 Support Vector Machines 257 Armin Shmilovici 1 . 2 Contents vii.
Page x
... Partitions 5 . Non - partition Application - Chinese Wall Security Policy Model 6 . Knowledge Representations 7. Topological Concept Hierarchy Lattices / Trees 8 . Knowledge Processing 535 535 536 538 540 541 543 549 553 9 . Information ...
... Partitions 5 . Non - partition Application - Chinese Wall Security Policy Model 6 . Knowledge Representations 7. Topological Concept Hierarchy Lattices / Trees 8 . Knowledge Processing 535 535 536 538 540 541 543 549 553 9 . Information ...
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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 |
1377 | |
1379 | |
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Data Mining and Knowledge Discovery Handbook Oded Z. Maimon,Oded Maimon,Lior Rokach No preview available - 2005 |
Common terms and phrases
accuracy analysis applications approach Apriori algorithm Artificial Intelligence association rules Bayesian networks bias binary chapter classifier clustering algorithm complexity constraints criteria data cleansing Data Mining data set database decision trees defined dimension dimensional Discovery and Data discretization distance distribution documents domain ensemble error estimate evaluation example extraction Figure fractal dimension frequent sets function fuzzy genetic algorithm graph IEEE Inductive Logic Programming input instance interestingness International Conference K-means algorithm Knowledge Discovery linear Machine Learning matrix measure meta-learning methods missing attribute values neural networks nodes number of clusters optimal outliers output parameters partition patterns performance points prediction problem Proc Proceedings pruning query regression relational representation represents Rough Sets rule induction sample SIGKDD space spatial statistical subset support vector machines Systems Table task techniques text categorization threshold tion training set transactions variables variance wavelet yes yes