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Data mining for business analytics : concepts, techniques, and applications in Microsoft Office Excel with XLMiner
Data mining for business intelligence
- Author / Creator
- Available as
- Online
Details
- Creator
- Galit Shmueli, Nitin R. Patel, Peter C. Bruce
- Format
- Books
- Language
- English
- Publication
-
- Third edition
- Hoboken, New Jersey : Wiley, 2016
- 2016
- Series
- Physical Details
-
- 1 online resource (583 p.)
- ISBNs
- 9781118729243, 1118729242, 9781118729137, 1118729137, 1118729277, 1118729471
- OCLC
- ocn950463395
- Includes index.
- Originally published as: Data mining for business intelligence, 2007.
- Includes bibliographical references and index.
- English
- Overview of the data mining process -- Data visualization -- Dimension reduction -- Evaluating predictive performance -- Multiple linear regression -- k-Nearest Neighbors (kNN) -- The Naive Bayes Classifier -- Classification and regression trees -- Logistic regression -- Neural nets -- Discriminant analysis -- Combining methods : ensembles and uplift modeling -- Association rules and collaborative filtering -- Cluster analysis -- Handling time series -- Regression-based forecasting -- Smoothing methods -- Social network analytics -- Text mining