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Predictive Analytics Using R

Autor Jeffrey Strickland
en Limba Engleză Hardback – 15 ian 2015
This book is about predictive analytics. Yet, each chapter could easily be handled by an entire volume of its own. So one might think of this a survey of predictive modeling. A predictive model is a statistical model or machine learning model used to predict future behavior based on past behavior. In order to use this book, one should have a basic understanding of mathematical statistics - it is an advanced book. Some theoretical foundations are laid out but not proven, but references are provided for additional coverage. Every chapter culminates in an example using R. R is a free software environment for statistical computing and graphics. You may download R, from a preferred CRAN mirror at http: //www.r-project.org/. The book is organized so that statistical models are presented first (hopefully in a logical order), followed by machine learning models, and then applications: uplift modeling and time series. One could use this a textbook with problem solving in R-but there are no "by-hand" exercises.
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Specificații

ISBN-13: 9781312841017
ISBN-10: 131284101X
Pagini: 552
Dimensiuni: 152 x 229 x 35 mm
Greutate: 0.9 kg
Editura: Lulu

Notă biografică

Dr. Jeffrey Strickland is currently a Chief Analyst in the United States Space Force. He has taught mathematics and statistics for over 20 years and has been a practitioner in the military and private sectors as well. He has published over 40 technical books in modeling and simulation, operations research, data science, machine learning, and orbital mechanics. Dr Strickland resides in Colorado.