Applied predictive modeling / Max Kuhn, Kjell Johnson.
Material type: TextPublication details: New York : Springer, c2013.Description: xiii, 600 p. : ill. (some col.) ; 24 cmISBN:- 9781461468486 (alk. paper)
- 1461468485 (alk. paper)
- QA276 .K84 2013
Item type | Current library | Collection | Call number | Copy number | Status | Date due | Barcode | |
---|---|---|---|---|---|---|---|---|
Books | Zetech Library - TRC General Stacks | Non-fiction | QA276 .K84 2013 (Browse shelf(Opens below)) | C1 | Available | Z009603 |
Includes bibliographical references (pages 569-587) 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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