- English
- ePUB (mobile friendly)
- Available on iOS & Android
eBook - ePub
A Course in Statistics with R
About this book
Integrates the theory and applications of statistics using R A Course in Statistics with R has been written to bridge the gap between theory and applications and explain how mathematical expressions are converted into R programs. The book has been primarily designed as a useful companion for a Masters student during each semester of the course, but will also help applied statisticians in revisiting the underpinnings of the subject. With this dual goal in mind, the book begins with R basics and quickly covers visualization and exploratory analysis. Probability and statistical inference, inclusive of classical, nonparametric, and Bayesian schools, is developed with definitions, motivations, mathematical expression and R programs in a way which will help the reader to understand the mathematical development as well as R implementation. Linear regression models, experimental designs, multivariate analysis, and categorical data analysis are treated in a way which makes effective use of visualization techniques and the related statistical techniques underlying them through practical applications, and hence helps the reader to achieve a clear understanding of the associated statistical models.
Key features:
- Integrates R basics with statistical concepts
- Provides graphical presentations inclusive of mathematical expressions
- Aids understanding of limit theorems of probability with and without the simulation approach
- Presents detailed algorithmic development of statistical models from scratch
- Includes practical applications with over 50 data sets
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Information
Table of contents
- Cover
- Title Page
- Copyright
- Dedication
- Table of Contents
- List of Figures
- List of Tables
- Preface
- Acknowledgments
- Part I: The Preliminaries
- Part II: Probability and Inference
- Part III: Stochastic Processes and Monte Carlo
- Part IV: Linear Models
- Appendix A: Open Source Software–An Epilogue
- Appendix B: The Statistical Tables
- Bibliography
- Author Index
- Subject Index
- R Codes
- End User License Agreement
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Yes, you can access A Course in Statistics with R by Prabhanjan N. Tattar,Suresh Ramaiah,B. G. Manjunath in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over one million books available in our catalogue for you to explore.