Applied predictive modeling

Applied predictive modeling

by Kuhn, Max

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Title Statements

  • Full title :Applied predictive modeling / Max Kuhn, Kjell Johnson.

Edition Statements

  • Publication Date:c2013

Publication Statements

  • Publisher(s):Springer
  • Place of Publication:New York, NY
  • Language:eng
  • Publication Date:c2013

The Physical Object

  • Description:xiii, 600 p. : col. ill. : 24 cm.

Edition Identifiers

  • ISBN:1461468485, 9781461468486
  • oclc:on1103776348
  • Dewey Decimal:62J

Table of Contents

Introduction -- pt.1. General strategies: A short tour of the predictive modeling process -- Data pre-processing -- Over-fitting and model tuning -- pt.2. 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 -- pt.3. 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 -- pt.4. Other considerations: Measuring predictor importance -- An introduction to feature selection -- Factors that can affect model performance -- Appendix: A summary of various models -- An introduction to R -- Interesting web sites.

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Subjects

Data Interpretation, Statistical Matematisk statistik Matematiska modeller mathematical models Mathematical statistics Modèles mathématiques Models, Theoretical Prediction theory Théorie de la prévision

Writers

Kuhn, Max Johnson, Kjell

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