TY  - DATA
AU  - Kuhn, Max
AU  - Johnson, Kjell
TI  - Applied predictive modeling
SN  - 9781461468493 (E-book) 
AV  - QA 276 K83A 2013
PY  - 2013///
CY  - New York
PB  - Springer
KW  - MATHEMATICAL MODELS
KW  - MATHEMATICAL STATISTICS
KW  - PREDICTION THEORY
N1  - 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
UR  - https://drive.google.com/file/d/1Ug_FnaB-F7ixhYxN09s-s8l9lZDyqleX/view?usp=sharing
ER  -