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Linear Regression Analysis with JMP and R

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Release : 2018-04-26
Genre : Education
Kind : eBook
Book Rating : 695/5 ( reviews)

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Book Synopsis Linear Regression Analysis with JMP and R by : Rachel T. Silvestrini

Download or read book Linear Regression Analysis with JMP and R written by Rachel T. Silvestrini. This book was released on 2018-04-26. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive but low-cost textbook is intended for use in an undergraduate level regression course, as well as for use by practitioners. The authors have included some statistical details throughout the book but focus on interpreting results for real applications of regression analysis. Chapters are devoted to data collection and cleaning; data visualization; model fitting and inference; model prediction and inference; model diagnostics; remedial measures; model selection techniques; model validation; and a case study demonstrating the techniques outlined throughout the book. The examples throughout each chapter are illustrated using the software packages R and JMP. At the end of each chapter, there is a tutorial section demonstrating the use of both R and JMP. The R tutorial contains source code and the JMP tutorial contains a step by step guide. Each chapter also includes exercises for further study and learning.

Regression Using JMP

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Author :
Release : 2003
Genre : JMP (Computer file)
Kind : eBook
Book Rating : 609/5 ( reviews)

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Book Synopsis Regression Using JMP by : Rudolf Jakob Freund

Download or read book Regression Using JMP written by Rudolf Jakob Freund. This book was released on 2003. Available in PDF, EPUB and Kindle. Book excerpt: Table of contents

Fundamentals of Predictive Analytics with JMP, Second Edition

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Release : 2017-12-19
Genre : Computers
Kind : eBook
Book Rating : 033/5 ( reviews)

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Book Synopsis Fundamentals of Predictive Analytics with JMP, Second Edition by : Ron Klimberg

Download or read book Fundamentals of Predictive Analytics with JMP, Second Edition written by Ron Klimberg. This book was released on 2017-12-19. Available in PDF, EPUB and Kindle. Book excerpt: Going beyond the theoretical foundation, this step-by-step book gives you the technical knowledge and problem-solving skills that you need to perform real-world multivariate data analysis. --

Applied Regression Modeling

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Release : 2013-01-07
Genre : Mathematics
Kind : eBook
Book Rating : 045/5 ( reviews)

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Book Synopsis Applied Regression Modeling by : Iain Pardoe

Download or read book Applied Regression Modeling written by Iain Pardoe. This book was released on 2013-01-07. Available in PDF, EPUB and Kindle. Book excerpt: Praise for the First Edition "The attention to detail is impressive. The book is very well written and the author is extremely careful with his descriptions . . . the examples are wonderful." —The American Statistician Fully revised to reflect the latest methodologies and emerging applications, Applied Regression Modeling, Second Edition continues to highlight the benefits of statistical methods, specifically regression analysis and modeling, for understanding, analyzing, and interpreting multivariate data in business, science, and social science applications. The author utilizes a bounty of real-life examples, case studies, illustrations, and graphics to introduce readers to the world of regression analysis using various software packages, including R, SPSS, Minitab, SAS, JMP, and S-PLUS. In a clear and careful writing style, the book introduces modeling extensions that illustrate more advanced regression techniques, including logistic regression, Poisson regression, discrete choice models, multilevel models, and Bayesian modeling. In addition, the Second Edition features clarification and expansion of challenging topics, such as: Transformations, indicator variables, and interaction Testing model assumptions Nonconstant variance Autocorrelation Variable selection methods Model building and graphical interpretation Throughout the book, datasets and examples have been updated and additional problems are included at the end of each chapter, allowing readers to test their comprehension of the presented material. In addition, a related website features the book's datasets, presentation slides, detailed statistical software instructions, and learning resources including additional problems and instructional videos. With an intuitive approach that is not heavy on mathematical detail, Applied Regression Modeling, Second Edition is an excellent book for courses on statistical regression analysis at the upper-undergraduate and graduate level. The book also serves as a valuable resource for professionals and researchers who utilize statistical methods for decision-making in their everyday work.

Regression Using JMP

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Author :
Release : 2003-08-28
Genre : Mathematics
Kind : eBook
Book Rating : 076/5 ( reviews)

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Book Synopsis Regression Using JMP by : Rudolf Freund

Download or read book Regression Using JMP written by Rudolf Freund. This book was released on 2003-08-28. Available in PDF, EPUB and Kindle. Book excerpt: Filled with examples, Regression Using JMP?? introduces you to the basics of regression analysis using JMP?? software. You will learn how to perform regression analyses using a wide variety of models including linear and nonlinear models. Taking a tutorial approach, the author cover the customary Fit Y by X and Fit Model platforms, as well as the new features and capabilities of JMP?? Version 5, Output is covered in helpful detail. Thorough discussion of the following is also presented: * confidence limits * polynomial and smoothing models * examples using JMP?? scripting language * regression in the context of linear model methodology * diagnosis of and remedies for data problems including outliers and collinearity Statistical consultants familiar with regression analysis and with basic JMP concepts will appreciate the conversational, "what to look for" and "what if" scenarios presented. Non-Statisticians with a working knowledge of statistical concepts will learn to use JMP successfully for each analysis.

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