Mathematical Statistics with Applications in R
- 3rd Edition - May 14, 2020
- Authors: Kandethody M. Ramachandran, Chris P. Tsokos
- Language: English
- Paperback ISBN:9 7 8 - 0 - 1 2 - 8 1 7 8 1 5 - 7
- eBook ISBN:9 7 8 - 0 - 1 2 - 8 1 7 8 1 6 - 4
Mathematical Statistics with Applications in R, Third Edition, offers a modern calculus-based theoretical introduction to mathematical statistics and applications. The book cove… Read more
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Request a sales quoteMathematical Statistics with Applications in R, Third Edition, offers a modern calculus-based theoretical introduction to mathematical statistics and applications. The book covers many modern statistical computational and simulation concepts that are not covered in other texts, such as the Jackknife, bootstrap methods, the EM algorithms, and Markov chain Monte Carlo (MCMC) methods, such as the Metropolis algorithm, Metropolis-Hastings algorithm and the Gibbs sampler. By combining discussion on the theory of statistics with a wealth of real-world applications, the book helps students to approach statistical problem-solving in a logical manner. Step-by-step procedure to solve real problems make the topics very accessible.
- Presents step-by-step procedures to solve real problems, making each topic more accessible
- Provides updated application exercises in each chapter, blending theory and modern methods with the use of R
- Includes new chapters on Categorical Data Analysis and Extreme Value Theory with Applications
- Wide array coverage of ANOVA, Nonparametric, Bayesian and empirical methods
Advanced undergraduate and graduate students taking a one or two semester mathematical statistics course
1. Descriptive Statistics2. Basic Concepts from Probability Theory3. Additional Topics in Probability4. Sampling Distributions5. Statistical Estimation6. Hypothesis Testing7. Linear Regression models8. Design of Experiments9. Analysis of Variance 10. Bayesian Estimation and Inference11. Categorical Data Analysis and Goodness of Fit Tests and Applications12. Nonparametric Tests13. Empirical Methods14. Some applications and Some Issues in Statistical Applications: An Overview
- No. of pages: 704
- Language: English
- Edition: 3
- Published: May 14, 2020
- Imprint: Academic Press
- Paperback ISBN: 9780128178157
- eBook ISBN: 9780128178164
KR
Kandethody M. Ramachandran
CT
Chris P. Tsokos
Dr. Tsokos is the recipient of many distinguished awards and honors, including Fellow of the American Statistical Association, USF Distinguished Scholar Award, Sigma Xi Outstanding Research Award, USF Outstanding Undergraduate Teaching Award, USF Professional Excellence Award, URI Alumni Excellence Award in Science and Technology, Pi Mu Epsilon, election to the International Statistical Institute, Sigma Pi Sigma, USF Teaching Incentive Program, and several humanitarian and philanthropic recognitions and awards. He is also a member of several academic and professional societies, and serves as Honorary Editor, Chief-Editor, Editor or Associate Editor for more than twelve academic research journals. Prof. Tsokos has directed the doctoral research and been the mentor of more than 65 students.