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Mitra S., Acharya T. — Data mining. Multimedia, soft computing, and bioinformatics
Mitra S., Acharya T. — Data mining. Multimedia, soft computing, and bioinformatics

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Название: Data mining. Multimedia, soft computing, and bioinformatics

Авторы: Mitra S., Acharya T.

Аннотация:

This book is a distinct addition to the field of data mining in its coverage of topics and ideas.
The good point about this book is that it explains the central concepts in great details with the required rigour and also puts in examples to make them understandable. Its not a typical Theorem , Lemma book , but also do not shy away from the mathematical complexities.
There is adequate coverage of all the standard topics and additionally there are interesting sections on Rough sets and Fuzzy sets, which are generally not available everywhere.
The most important point about this book is that it gives a thorough coverage of Multimedia data and web data and biological data, which is very dificult to get in one place in any book.
A researcher or anyone with adequate background in Mathematics will find this book very helpful in their research.
References are also pretty much exhaustive.
I would have liked to see some more coverage on datawarehouse and complexity analysis of the algorithms mentioned, also some language level implementation examples at least in some appendix to the book. Also a paperback edition is needed as the price is quite high.


Язык: en

Рубрика: Computer science/Биоинформатика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2003

Количество страниц: 401

Добавлена в каталог: 20.11.2005

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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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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