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/
發表於2024-11-22
Data Analysis Using Regression and Multilevel/Hierarchical Models 2024 pdf epub mobi 電子書 下載
A very good guide for HLM. Yet it should be noted that HLM here is based upon Bayesian methods. For data from survey, WinBugs frequently fails. >-<
評分A very good guide for HLM. Yet it should be noted that HLM here is based upon Bayesian methods. For data from survey, WinBugs frequently fails. >-<
評分A very good guide for HLM. Yet it should be noted that HLM here is based upon Bayesian methods. For data from survey, WinBugs frequently fails. >-<
評分A very good guide for HLM. Yet it should be noted that HLM here is based upon Bayesian methods. For data from survey, WinBugs frequently fails. >-<
評分A very good guide for HLM. Yet it should be noted that HLM here is based upon Bayesian methods. For data from survey, WinBugs frequently fails. >-<
圖書標籤: 統計 數學 R 模型 statistics 統計學 機器學習 分析
PS 733: Maximum Likelihood Estimation
評分Gelman還有本Bayesian Data Anlaysis也是領域標杆
評分Bedtime story. Read another chapter or make love?
評分Andrew Gelman Regression Hierarchical Models
評分Andrew Gelman Regression Hierarchical Models
Data Analysis Using Regression and Multilevel/Hierarchical Models 2024 pdf epub mobi 電子書 下載