Research Catalog

Data mining for business intelligence : concepts, techniques, and applications in Microsoft Office Excel with XLMiner

Title: Data mining for business intelligence : concepts, techniques, and applications in Microsoft Office Excel with XLMiner / Galit Shmueli, Nitin R. Patel, Peter C. Bruce.
Author: Shmueli, Galit, 1971-
Publication: Hoboken, N.J. : Wiley, [2010], ©2010.

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Status	Format	Access	Call Number	Item Location
Request for On-site Use Request Scan How do I pick up this item and when will it be ready?	Text	Request in advance	HF5548.2 .S44843 2010	Off-site

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Description

xxiv, 404 pages : illustrations; 26 cm

Subjects

Bibliography (note)

Includes bibliographical references and index.

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.

ISBN

9780470526828 (cloth)
0470526823 (cloth)

LCCN

2010005152

OCLC

ocn531718699
SCSB-9425270

Owning Institutions

Columbia University Libraries