Data Analysis Using Regression and Multilevel/Hierarchical Models pdf epub mobi txt 电子书下载 2024

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Andrew Gelman

Cambridge University Press

2006-12-18

648

USD 69.99

Paperback

Analytical Methods for Social Research

9780521686891

图书标签: 统计数学 R 模型 statistics 统计学机器学习分析

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发表于2024-05-17

Data Analysis Using Regression and Multilevel/Hierarchical Models epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Data Analysis Using Regression and Multilevel/Hierarchical Models pdf epub mobi txt 电子书下载 2024

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Data Analysis Using Regression and Multilevel/Hierarchical Models is a comprehensive manual for the applied researcher who wants to perform data analysis using linear and nonlinear regression and multilevel models. The book introduces a wide variety of models, whilst at the same time instructing the reader in how to fit these models using available software packages. The book illustrates the concepts by working through scores of real data examples that have arisen from the authors' own applied research, with programming codes provided for each one. Topics covered include causal inference, including regression, poststratification, matching, regression discontinuity, and instrumental variables, as well as multilevel logistic regression and missing-data imputation. Practical tips regarding building, fitting, and understanding are provided throughout. Author resource page: http://www.stat.columbia.edu/~gelman/arm/

Data Analysis Using Regression and Multilevel/Hierarchical Models 下载 mobi epub pdf txt 电子书

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Data Analysis Using Regression and Multilevel/Hierarchical Models pdf epub mobi txt 电子书下载

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用户评价

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36-663 Hierarchical/Bayesian/Multilevel Models 开启了新世界的大门

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PS 733: Maximum Likelihood Estimation

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#读了停不下来的数学书# 非常系统，从single-level regression讲起，中间是multilevel regression，最后又讨论了data collection, model understanding, model checking。深入浅出，书中很多例子帮助理解。细读还可以发现一些 tips & tricks。就算不用Bugs and R，也非常值得一读，可以不用理会那些 code。

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Bedtime story. Read another chapter or make love?

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Gelman还有本Bayesian Data Anlaysis也是领域标杆