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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
Neural networks, regression      69
Neural networks, rule evaluation      67
Neural networks, rule extraction      67
Neuro-fuzzy computing      53
Noiseless Source Coding Theorem      92
OLAP      24
OLTP      24
PAM      228 234
Partition algorithm      272
PDBSCAN      240
PPM      131
Predictive coding      105
Principal component analysis      103 326
Probabilistic learning      183
Probability density function      41
Protein      23 366 369
Protein folding      367 372
Protein structure      372
Protein structure, binding site      385
Protein structure, homology      373
Protein structure, secondary      382
Protein structure, tertiary      382
Protein structure, threading      373
PUBLIC      194
Quality metric, MOS      97
Quality metric, objective      98
Quality metric, PSNR      98
Quality metric, subjective      97
Quantitative association rules      281
Radial basis function network      52
RainForest      182 185 192
RBF      52 202
Regression      8 18
Regression tree      186
Reinforcement learning      45
Rock      252
Rough c-means      249
Rough fuzzy MLP      302
Rough sets      59
Rough sets, clustering      249
Rough sets, document clustering      73
Rough sets, rule mining      72
Rule extraction, connectionist      293
Rule extraction, modular hybridization      310
Rule generation      8 293
Rule generation, connectionist      295
Rule generation, knowledge-based network      297
Rule generation, M-of-N      299
Rule generation, modular hybridization      302
Rule generation, neuro-fuzzy      296
Rule generation, Subset      298
Rule interestingness      275
Rule interestingness, fuzzy      287
Rule mining      20 267 293
Rule mining, association      21
Rule mining, classification      21
Rule mining, dependency      21
Run-length coding      99
Self-organizing map      50
Sequence analysis      8
SHAPE      338
Single-layer perceptron      46
Singular value decomposition      103 327
Soft computing      36 37
Soft computing, Bioinformatics      381
Soft computing, relevance      37
SOM      247
SOM, clustering      248
SOM, dynamic      248
SPRINT      182 185 189
STING      243
STIRR      252
String      144
String matching      21 143 146
String matching, approximate      22 147 171
String matching, Bioinformatics      23 169 175
String matching, brute force      148
String matching, finite automata      150
String matching, fully specified      22
String matching, latent semantic analysis      326
String matching, linear-order      150
String matching, partially specified      22
summarization      8
Supervised learning      45
Support vector machine      204
SVM      183 204
text analysis      322
Text compression      15 131
Text mining      14 103 143 147 321
Text mining, keyword-based      321
Text mining, multimedia data      14
Text mining, similarity-based      325
Text mining, soft computing      328
Text mining, string matching      15
text retrieval      322
Texture      337
topology      340
Transform coding      107
Unsupervised learning      45 51
Video mining      345
Video retrieval      345
Wagner — Fischer      173
WaveCluster      248
Wavelet coding      110
Wavelet transform      73
Wavelets      61
Wavelets, clustering      248
Web mining      15 350
Web mining, information retrieval      16
Web mining, soft computing      353
Web search engines      351
WWW      3
Ziv — Lempel coding      131
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