Principles of Statistical Analysis : Learning from Randomized Experiments
Book Details
Format
Paperback / Softback
Book Series
Institute of Mathematical Statistics Textbooks
ISBN-10
1108747442
ISBN-13
9781108747448
Publisher
Cambridge University Press
Imprint
Cambridge University Press
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Aug 25th, 2022
Print length
400 Pages
Weight
596 grams
Dimensions
15.30 x 22.80 x 2.70 cms
Ksh 6,000.00
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This concise course in principled data analysis for the mathematically literate uses survey sampling and designed experiments as a foundation for statistical inference. Covering essentials for advanced undergraduates and selected topics typically taught at the graduate level, its 700 problems – many computational – build understanding and skills.
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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