Download e-book for kindle: Applied Predictive Modeling: 1st ed. 2013, Corr. 2nd by Max Kuhn,Kjell Johnson

By Max Kuhn,Kjell Johnson

ISBN-10: 1461468485

ISBN-13: 9781461468486

ISBN-10: 1461468507

ISBN-13: 9781461468509

utilized Predictive Modeling covers the final predictive modeling method, starting with the an important steps of knowledge preprocessing, information splitting and foundations of version tuning. The textual content then presents intuitive causes of various universal and smooth regression and type strategies, constantly with an emphasis on illustrating and fixing actual facts difficulties. Addressing useful matters extends past version becoming to themes similar to dealing with category imbalance, deciding upon predictors, and pinpointing motives of terrible version performance―all of that are difficulties that ensue usually in practice.

The textual content illustrates all components of the modeling approach via many hands-on, real-life examples. and each bankruptcy includes broad R code for every step of the method. the knowledge units and corresponding code come in the book's better half AppliedPredictiveModeling R package deal, that's freely to be had at the CRAN archive.

This multi-purpose textual content can be utilized as an creation to predictive types and the general modeling approach, a practitioner's reference guide, or as a textual content for complicated undergraduate or graduate point predictive modeling classes. for that reason, every one bankruptcy comprises challenge units to assist solidify the lined options and makes use of info on hand within the book's R package.

Readers and scholars drawn to imposing the tools must have a few uncomplicated wisdom of R. And a handful of the extra complex issues require a few mathematical knowledge.

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Applied Predictive Modeling: 1st ed. 2013, Corr. 2nd printing 2018 Edition by Max Kuhn,Kjell Johnson

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