Data mining for business intelligence : concepts, techniques, and applications in Microsoft Office Excel with XLMiner / Galit Shmueli, Nitin R. Patel, Peter C. Bruce.
Material type:
TextPublication details: Hoboken, N.J. : Wiley, c2010.Description: xxiv, 404 p. : ill. ; 26 cmISBN: - 9780470526828
- 005.54 22
- HF5548.2 .S558 2010
| Item type | Home library | Collection | Call number | Copy number | Status | Date due | Barcode | |
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Al-Ghazali Library | OS | HF5548.2 .S558 2010 (Browse shelf(Opens below)) | 1 | Available | GHAZ15125249 |
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| HF 5548.2 .S 4366 2004 Information technology : | HF 5548.2 S44895 1994 Data communications for business / | HF 5548.2 .S46 1995 Information technology in business principles, practices and opporunities / | HF5548.2 .S558 2010 Data mining for business intelligence : | HF 5548.2 .S7728 1994 Business data communications / | HF 5548.2 .S7728 1998 Business data communications / | HF 5548.2 .S7817 1993 Computing in the information age / |
Includes bibliographical references and index.
Introduction -- Overview of the data mining process -- Data visualization -- Dimension reduction -- Evaluating classification and predictive performance -- Multiple linear regression -- knearest neighbors (kNN) -- Naive bayes -- Classification and regression trees -- Logistic regression -- Neural nets -- Discriminant analysis -- Association rules -- Cluster Analysis -- Handling time series -- Regression-based forecasting -- Smoothing methods -- Cases.