Principles of Statistical Analysis
作者:Ery Arias-Castro
出版社 : Cambridge University Press; 第 New 版 (2022年8月25日)
语言 : 英语
平装 : 408页
ISBN-10 : 1108747442
ISBN-13 : 978-1108747448
This compact course is written for the mathematically literate reader who wants to learn to analyze data in a principled fashion. The language of mathematics enables clear exposition that can go quite deep, quite quickly, and naturally supports an axiomatic and inductive approach to data analysis. Starting with a good grounding in probability, the reader moves to statistical inference via topics of great practical importance – simulation and sampling, as well as experimental design and data collection – that are typically displaced from introductory accounts. The core of the book then covers both standard methods and such advanced topics as multiple testing, meta-analysis, and causal inference.