000 02328cam a2200289 a 4500
008 090714s2007 nyua b 001 0 eng
010 _a2007921581
020 _a9780387333335
020 _a0387333339
020 _a9780387367958
020 _a0387367950
035 _a(Sirsi) u2096
040 _aEG-CaNU
_cEG-CaNU
_dEG-CaNU
042 _ancode
082 _a006.312
_2 22
245 0 0 _aData mining :
_b a knowledge discovery approach /
_c Krzysztof J. Cios... [et al.].
250 _a1st ed.
260 _aNorwell, MA :
_b Springer ,
_c 2007.
300 _axv, 606 p. :
_b ill. ;
_c 26 cm.
504 _aIncludes bibliographical references and index.
505 0 _aChapter 1. Introduction -- Chapter 2. The Knowledge Discovery Process -- Chapter 3. Data -- Chapter 4. Concepts of Learning, Classification, and Regression -- Chapter 5. Knowledge Representation -- Chapter 6. Databases, Data Warehouses, and OLAP -- Chapter 7. Feature Extraction and Selection Methods -- Chapter 8. Discretization Methods -- Chapter 9. Unsupervised Learning: Clustering -- Chapter 10. Unsupervised Learning: Association Rules -- Chapter 11. Supervised Learning: Statistical Methods -- Chapter 12. Supervised Learning: Decision Trees, Rule Algorithms, and Their Hybrids -- Chapter 13. Supervised Learning: Neural Networks -- Chapter 14. Text Mining -- Chapter 15. Assessment of Data Models -- Chapter 16. Data Security, Privacy and Data Mining.
520 _aThis comprehensive textbook on data mining details the unique steps of the knowledge discovery process that prescribe the sequence in which data mining projects should be performed. Data Mining offers an authoritative treatment of all development phases from problem and data understanding through data preprocessing to deployment of the results. This knowledge discovery approach is what distinguishes this book from other texts in the area. It concentrates on data preparation, clustering and association rule learning (required for processing unsupervised data), decision trees, rule induction algorithms, neural networks, and many other data mining methods, focusing predominantly on those which have proven successful in data mining projects.
630 _aData Mining
_91367
650 0 _aData mining.
_93553
700 1 _aCios, Krzysztof J.
_93554
596 _a1
999 _c1191
_d1191