Regression and Other Stories 2024 pdf epub mobi 电子书

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Regression and Other Stories 2024 pdf epub mobi 电子书著者简介

The authors are experienced researchers who have published articles in hundreds of different scientific journals in fields including statistics, computer science, policy, public health, political science, economics, sociology, and engineering. They have also published articles in the Washington Post, New York Times, Slate, and other public venues. Their previous books include Bayesian Data Analysis, Teaching Statistics: A Bag of Tricks, and Data Analysis and Regression Using Multilevel/Hierarchical Models.

Andrew Gelman is Higgins Professor of Statistics and Professor of Political Science at Columbia University.

Jennifer Hill is Professor of Applied Statistics at New York University.

Aki Vehtari is Associate Professor in Computational Probabilistic Modeling at Aalto University, Finland.

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发表于2024-12-27

Regression and Other Stories 2024 pdf epub mobi 电子书

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出版者:Cambridge University Press

作者:Andrew Gelman

出品人:

页数:0

译者:

出版时间:2020-7

价格:GBP 34.99

装帧:Paperback

isbn号码:9781107676510

丛书系列:

图书标签: 统计实践 Statistics Causality

Regression and Other Stories 2024 pdf epub mobi 电子书图书描述

Most textbooks on regression focus on theory and the simplest of examples. Real statistical problems, however, are complex and subtle. This is not a book about the theory of regression. It is about using regression to solve real problems of comparison, estimation, prediction, and causal inference. Unlike other books, it focuses on practical issues such as sample size and missing data and a wide range of goals and techniques. It jumps right in to methods and computer code you can use immediately. Real examples, real stories from the authors' experience demonstrate what regression can do and its limitations, with practical advice for understanding assumptions and implementing methods for experiments and observational studies. They make a smooth transition to logistic regression and GLM. The emphasis is on computation in R and Stan rather than derivations, with code available online. Graphics and presentation aid understanding of the models and model fitting.

- Emphasis on practice rather than theory sets this apart from other texts

- Three chapters on causal inference

- Code and data for all examples in the book are available on the web site in the popular open-source programs R and Stan

Regression and Other Stories 2024 pdf epub mobi 电子书

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