Probability and Statistics (English Version) (English Version)

Author: Stone
Publisher:
Publish Date: 2003-07-01
Features: Although the focus of this book is to provide readers with a comprehensive understanding of the main concepts, it also introduces various aspects of practical data analysis. This book is suitable as a textbook for senior undergraduate or graduate students in mathematics and related fields, as well as a reference for scientists and engineers in related fields. The book is based on the teaching notes prepared by the author for senior undergraduate and graduate students at the Department of Statistics, University of California, Berkeley. The first half covers probability, while the second half covers statistics. The main content includes probability, random variables and their distributions, expectations, continuous and discrete models, independence, conditional probability distributions, density functions and expectations, linear analysis, linear regression, Poisson distribution, logistic regression, and Poisson regression, among others.