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Data mining for business intelligence : concepts, techniques, and applications in Microsoft Office Excel with XLMiner / Galit Shmueli, Nitin R. Patel, Peter C. Bruce.

By: Contributor(s): Material type: TextTextPublication details: Hoboken, N.J. : Wiley, c2010.Description: xxiv, 404 p. : ill. ; 26 cmISBN:
  • 9780470526828
Subject(s): DDC classification:
  • 005.54 22
LOC classification:
  • HF5548.2 .S558 2010
Contents:
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.
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Holdings
Item type Home library Collection Call number Copy number Status Date due Barcode
Open Shelf Books Open Shelf Books Al-Ghazali Library OS HF5548.2 .S558 2010 (Browse shelf(Opens below)) 1 Available GHAZ15125249

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.