BOOKS - Principles of Statistical Analysis: Learning from Randomized Experiments (Ins...
Principles of Statistical Analysis: Learning from Randomized Experiments (Institute of Mathematical Statistics Textbooks) - Ery Arias-Castro August 25, 2022 PDF  BOOKS
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Principles of Statistical Analysis: Learning from Randomized Experiments (Institute of Mathematical Statistics Textbooks)
Author: Ery Arias-Castro
Year: August 25, 2022
Format: PDF
File size: PDF 3.6 MB
Language: English

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.

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