Applied predictive modeling / Max Kuhn, Kjell Johnson [electronic resource]
Material type: Computer filePublication details: New York : Springer, 2013Description: 1 online resourceISBN:- 9781461468493 (E-book)
- QA 276 K83A 2013
Item type | Current library | Collection | Shelving location | Call number | Status | Date due | Barcode | Item holds | Course reserves | |
---|---|---|---|---|---|---|---|---|---|---|
E-Book | SPU Library, Bangkok (Main Campus) | Electronic Resources | On Display | QA 276 K83A 2013 (Browse shelf(Opens below)) | Available | 9781461468493 |
ความน่าจะเป็นและสถิติ (PROBABILITY AND STATISTICS) ภาคการศึกษาที่ 1 |
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
There are no comments on this title.