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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: New Delhi Wiley, 2017ISBN:
  • 9788126517589
Subject(s): DDC classification:
  • 658.4 SHM-D  22
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 Current library Call number Status Date due Barcode Item holds
Reference Reference CENTRAL LIBRARY Reference 658.4 SHM-D Not for loan 17869
Books Books CENTRAL LIBRARY General Stacks 658.4 SHM-D Available 17870
Total holds: 0

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.

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