Mathematical Statistics with Applications

ISBN-13: 9780123748485 / Angielski / Twarda / 2009 / 911 str.

Ramachandran

Opis

Mathematical Statistics with Applications provides a calculus-based theoretical introduction to mathematical statistics while emphasizing interdisciplinary applications as well as exposure to modern statistical computational and simulation concepts that are not covered in other textbooks. Includes the Jackknife, Bootstrap methods, the EM algorithms and Markov chain Monte Carlo methods. Prior probability or statistics knowledge is not required.

• Step-by-step procedure to solve real problems, making the topic more accessible
• Exercises blend theory and modern applications
• Practical, real-world chapter projects
• Provides an optional section in each chapter on using Minitab, SPSS and SAS commands

Spis treści

Preface, Descriptive Statistics, Basic Concepts from Probability Theory, Additional Topics in Probability, Sampling Distributions, Point Estimation, Interval Estimation, Hypothesis Testing, Linear Regression Models, Design of Experiments, Analysis of variance, Bayesian Estimation and Inference, Nonparametric tests, Empirical Methods, Some issues in statistical applications- an overview, Appendices