Category: Science & Geography|
The author of the book: Max Kuhn
Format files: PDF, EPUB
The size of the: 611 KB
Edition: Springer-Verlag New York Inc.
Date of issue: 3 June 2013
Description of the book "Applied Predictive Modeling":This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics. Dr. Kuhn is a Director of Non-Clinical Statistics at Pfizer PDF Global R&D in Groton Connecticut. He has been applying predictive models in the pharmaceutical and diagnostic industries for over 15 years and is the author of a number of R packages. Dr. Johnson has more than a decade of statistical consulting and predictive modeling experience in pharmaceutical research and development. He is a co-founder of Arbor Analytics, a firm specializing in predictive modeling and is a former Director of Statistics at Pfizer Global R&D. His scholarly work centers on the application and development of statistical methodology and learning algorithms. Applied Predictive Modeling covers the overall predictive modeling process, beginning ePub with the crucial steps of data preprocessing, data splitting and foundations of model tuning. The text then provides intuitive explanations of numerous common and modern regression and classification techniques, always with an emphasis on illustrating and solving real data problems. Addressing practical concerns extends beyond model fitting to topics such as handling class imbalance, selecting predictors, and pinpointing causes of poor model performance-all of which are problems that occur frequently in practice. The text illustrates all parts of the modeling process through many hands-on, real-life examples. And every chapter contains extensive R code for PDF each step of the process. The data sets and corresponding code are available in the book's companion AppliedPredictiveModeling R package, which is freely available on the CRAN archive. This multi-purpose text can be used as an introduction to predictive models and the overall modeling process, a practitioner's reference handbook, or as a text for advanced undergraduate or graduate level predictive modeling courses. To that end, each chapter contains problem sets to help solidify the covered concepts and uses data available in the book's R package. Readers and students interested in implementing the methods should have some basic ePub knowledge of R. And a handful of the more advanced topics require some mathematical knowledge.
Reviews of the Applied Predictive ModelingSo far with regards to the ebook we've Applied Predictive Modeling opinions consumers never have still left their article on the overall game, or not see clearly still. However, when you have by now read this guide and you are therefore willing to produce their results well expect you to spend your time to leave a review on our website (we can easily publish both bad and the good testimonials). Put simply, "freedom associated with speech" All of us wholeheartedly recognized. Your feedback to book Applied Predictive Modeling -- some other followers should be able to choose of a guide. Such guidance could make all of us a lot more United!
Max KuhnUnfortunately, at present do not have got details about the artist Max Kuhn. However, we would get pleasure from in case you have just about any information about it, and therefore are wanting to present that. Send out this to all of us! The ways to access the many check out, and when all the info usually are correct, we will release on the web page. It is very important for all of us that each one true concerning Max Kuhn. All of us thanks a lot upfront if you are willing to head to satisfy us all!
Download EBOOK Applied Predictive Modeling for free