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| Mitra S., Acharya T. — Data mining. Multimedia, soft computing, and bioinformatics |
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| Предметный указатель |
A priori algorithm 269
Active learning 205
Amino acid 368
ANN 44
ANN, Kohonen net 49
ANN, LMS error 48
ANN, LVQ 51
ANN, MLP 47
ANN, perceptron 46
ANN, RBF 52
ANN, SOM 50 329
Approximate reasoning 41
Artificial Neural Networks 44
Association rules 9 267
Association rules, Bioinformatics 381
Association rules, candidate generation and test 269
Association rules, candidate itemsets 270
Association rules, confidence 267 270
Association rules, depth-first search 273
Association rules, frequent itemsets 270
Association rules, fuzzy 283
Association rules, generalized 278
Association rules, localized 282
Association rules, multilevel 276
Association rules, online generation 277
Association rules, quantitative 281
Association rules, scalable mining 280
Association rules, support 267 270
Association rules, temporal 281
Association rules, types 268
Backpropagation 49
Bayes theorem 196
Bayesian classifier 196
Bayesian classifier, naive 196
Bayesian network 198
Belief network 198
Bioinformatics 2 23 143 147 365
Bioinformatics, classification 385
Bioinformatics, clustering 378
Bioinformatics, Hidden Markov model 374
Bioinformatics, information science 371
Bioinformatics, microarray 23
Bioinformatics, protein folding 24
Bioinformatics, rule mining 381
Bioinformatics, soft computing 367 381
Bioinformatics, string matching 169
Biological data mining 365
Biometrics 3 26
Birch 241
Bits per sample 97
BLAST 366 375 376
Boyer — Moore 158
Boyer — Moore — Horspool 161
BWT 132
c-Means 228 233
c-medoids 228 234
c-modes 254
c-prototypes 254
C4.5 182 185
CART 182 185
Case-based reasoning 203
CBIR 66 330
CBIR, multidimensional indexing 342
CBR 203
CF-tree 241
CLARA 228 238
CLARANS 228 238
Classification 8 9 18 181
Classification, Bioinformatics 385
Classification, examples 18
Classification, methods 19
Classifier, ANNs 182
Classifier, decision tree 181
CLIQUE 243
Clustering 8 19 227
Clustering, agglomerative 236
Clustering, Bioinformatics 378
Clustering, categorical 251
Clustering, conceptual 228 255
Clustering, density-based 239
Clustering, divisive 236
Clustering, examples 19
Clustering, grid-based 243
Clustering, hierarchical 228 235 241
Clustering, methods 20
Clustering, partitional 232 238
Clustering, partitive 228
Clustering, scalable 237
Clustering, symbolic 228 255
Clustering, symbolic agglomerative 256
Clustering, symbolic validity indices 257
Clustering, Web mining 261
Codec 94
COLOR 332
Color coherence vector 335
Color histogram 334
Color moment 336
color space 332
Color space conversion 116
Color space, CIE 332
Color space, HLS 332
Color space, HSV 332
Color Space, RGB 332
Color tag 336
Competitive learning 51
Compressed pattern matching 177
Compressed pattern matching, Huffman 177
Compressed pattern matching, Lempel — Ziv 178
Compression ratio 97
Computational molecular biology 23 365
Content-based image retrieval 330
Content-based video retrieval 348
Correlation rules 282
CURE 243
Data compression 90
Data compression, coding complexity 99
Data compression, discrete memoryless model 91
Data compression, entropy 96
Data compression, examples 10
Data compression, lossless 94 96
Data compression, lossy 94 96
Data compression, model 95
Data compression, multimedia data 12
Data compression, performance measure 96
Data compression, quantization 96
Data compression, source coding algorithms 99
Data condensation 12
Data Mining 4 5 7—10
Data mining, applications 25
Data mining, Bioinformatics 365
Data mining, challenges 26
Data mining, compression 6 11 27 89
Data mining, distributed 28 29
Data mining, examples 2
Data mining, functions 8
Data mining, fuzzy sets 62
Data mining, GA 70
Data mining, hybridization 74
Data mining, interestingness 7
Data mining, modularization 75
Data mining, neural networks 67
Data mining, preprocessing 6
Data mining, rough sets 72
Data mining, scalability 9
Data mining, soft computing 36
Data mining, spatial 73
Data mining, visualization 6 27
Data mining, wavelets 73
Data warehousing 4 24
Davies — Bouldin index 258
| DBSCAN 239
DCT 96
Decision tree 184
Decision tree, MDL 193
Decision tree, oblique 221
Decision tree, overfitting 192
Decision tree, performance measure 210
Decision tree, pruning 186 193
Decision tree, rule extraction 194
Decompression 94
Dendogram 228 235
Dictionary coding 131
Digital library 2
Distance, binary objects 229
Distance, categorical objects 231
Distance, edit 172
Distance, Hamming 172
Distance, Levenshtein 172
Distance, numeric objects 229
Distance, symbolic objects 231
DNA 23 367
DNA microarray 366 371
Dunn's index 258
DWT 96
Eager learners 200
Eclat 273
entropy 92 185 287
Entropy, fuzzy 206 209
Euler number 340
Evolutionary clustering 250
Expectation maximization 235
FASTA 375
FCM 244
FP-growth 273
FP-tree 273
Frequent-pattern growth 273
Fuzzy association rules 283
Fuzzy c-means 244
Fuzzy c-means, conditional 245
Fuzzy c-medoids 245
Fuzzy clustering 244
Fuzzy decision tree 183 205
Fuzzy entropy 209
Fuzzy ID3, classification 207
Fuzzy ID3, rule evaluation 213
Fuzzy ID3, rule generation 212
Fuzzy ID3, rule mapping 214
Fuzzy knowledge-based network 214
Fuzzy logic 41
Fuzzy sets 38 39
Fuzzy sets, association rules 64 283
Fuzzy sets, basic operations 43
Fuzzy sets, classification 205
Fuzzy sets, clustering 63 244
Fuzzy sets, functional dependencies 65
Fuzzy sets, granulation 40
Fuzzy sets, membership 39 40
Fuzzy sets, membership function 42
Fuzzy sets, summarization 65
GA 39 55
GA, association rules 71
GA, clustering 250
GA, multiobjective 71
GA, regression 71
Gene 23
Gene expression 366 371 385
Generalization 192
Genetic algorithms 39 55
Genome 23 371
Gini index 185
Granular clustering 246
Granular computing 64 203
hits 352
Homology search 374
Homology search, BLAST 376
Homology search, dynamic programming 375
hsv 332
Hubert's statistic 257
Huffman coding 100
Huffman tree 100
Human perceptual system 28
IBM IntelligentMiner 189
ID3 182 185 187
Image compression 105
Image compression, DPCM 106
Image compression, prediction error 106
Image compression, standard 112
Image mining 17 29 66 329
Image mining, compression 17
Image mining, content-based retrieval 17
Image mining, multimedia data 16
information 92
Information retrieval 12
Information retrieval, multimedia data 13
Information theory 91
Instance-based learners 199
Instance-based learning 183
ISODATA 234
JPEG 112
JPEG, baseline 113 116
JPEG, baseline compression 119
JPEG, baseline decompression 126
JPEG, hierarchical 112
JPEG, lossless coding 113
JPEG, MCU 118
JPEG, progressive DCT 112
JPEG, quantization matrix 120
JPEG, sequential DCT 112
JPEG, sequential lossless 112
JPEG2000 129
k-differences 176
k-NN classifier 201
Karp — Rabin 165
KDD 4—7
KL transform 103 108
Knowledge Discovery in Databases 4—7
Knowledge-based networks 46
Knuth — Morris — Pratt 152
Kohonen network 49
Lazy learners 200
Leader clustering 237
Learning Vector Quantization 51
Lempel — Ziv coding 131
LOGSOM 353
LVQ 51
LZ family 131 139
LZ77 132
LZ78 133
LZW 136
Market basket analysis 20
Mathematical Theory of Communication 91
McCulloch — Pitts neuron 45
Microarray 378
Minimum distance classifier 199
MLP 47
Modular hybridization 302 305 308
Modular hybridization, evaluation 311
modularization 294
moment 338
MPEG 345 347
Multilayer perceptron 47
Multimedia applications 90
Multimedia data 320
Multimedia processing 319
Multimedia retrieval 26
Neural networks 38 44
Neural networks, clustering 69 246
Neural networks, feedback 45
Neural networks, feedforward 45
Neural networks, information retrieval 69
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