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Applied predictive modeling /

by Kuhn, Max.
Authors: Johnson, Kjell.%author | Ohio Library and Information Network. Published by : Springer, (New York :) Physical details: xiii, 600 p. : ill. ; 25 cm. ISBN: 1461468485 Subject(s): Mathematical models. | Mathematical statistics. | Prediction theory. Year: 2013
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Book Book AUM Main Library 519.5 K961 (Browse Shelf) Available

Includes bibliographical references and index.

General Strategies. A Short Tour of the Predictive Modeling Process -- Data Pre-processing -- Over-Fitting and Model Tuning -- Regression Models. Measuring Performance in Regression Models -- Linear Regression and Its Cousins -- Nonlinear Regression Models -- Regression Trees and Rule-Based Models -- A Summary of Solubility Models -- Case Study: Compressive Strength of Concrete Mixtures -- Classification Models. Measuring Performance in Classification Models -- Discriminant Analysis and Other Linear Classification Models -- Nonlinear Classification Models -- Classification Trees and Rule-Based Models -- A Summary of Grant Application Models -- Remedies for Severe Class Imbalance -- Case Study: Job Scheduling -- Other Considerations. Measuring Predictor Importance -- An Introduction to Feature Selection -- Factors That Can Affect Model Performance.

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