Applied predictive modeling / [electronic resource]
Kuhn, Max
Applied predictive modeling / [electronic resource] Max Kuhn, Kjell Johnson - New York : Springer, 2013 - 1 online resource
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
9781461468493 (E-book)
MATHEMATICAL MODELS
MATHEMATICAL STATISTICS
PREDICTION THEORY
QA 276 / K83A 2013
Applied predictive modeling / [electronic resource] Max Kuhn, Kjell Johnson - New York : Springer, 2013 - 1 online resource
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
9781461468493 (E-book)
MATHEMATICAL MODELS
MATHEMATICAL STATISTICS
PREDICTION THEORY
QA 276 / K83A 2013