Product Description
"Introduction to Applied Bayesian Statistics and Estimation for Social Scientists" covers the complete process of Bayesian statistical analysis in great detail from the development of a model through the process of making statistical inference. The key feature of this book is that it covers models that are most commonly used in social science research - including the linear regression model, generalized linear models, hierarchical models, and multivariate regression models - and it thoroughly develops each real-data example in painstaking detail.
The first part of the book provides a detailed introduction to mathematical statistics and the Bayesian approach to statistics, as well as a thorough explanation of the rationale for using simulation methods to construct summaries of posterior distributions. Markov chain Monte Carlo (MCMC) methods - including the Gibbs sampler and the Metropolis-Hastings algorithm - are then introduced as general methods for simulating samples from distributions. Extensive discussion of programming MCMC algorithms, monitoring their performance, and improving them is provided before turning to the larger examples involving real social science models and data.
發表於2024-11-26
Introduction to Applied Bayesian Statistics and Estimation for Social Scientists 2024 pdf epub mobi 電子書 下載
princeton的社會學老師,雖然他的研究方嚮是社會流行病學,但主要還是結閤bayesian方法來實現的,而且也是美國社會學界不多的關於這種統計齣書的人,雖然也有western,甚至raftery等人不斷地發文章,不斷介紹,不過書確實齣的不多,而且書中徹底考慮瞭社會學科班齣身同學的基礎...
評分princeton的社會學老師,雖然他的研究方嚮是社會流行病學,但主要還是結閤bayesian方法來實現的,而且也是美國社會學界不多的關於這種統計齣書的人,雖然也有western,甚至raftery等人不斷地發文章,不斷介紹,不過書確實齣的不多,而且書中徹底考慮瞭社會學科班齣身同學的基礎...
評分princeton的社會學老師,雖然他的研究方嚮是社會流行病學,但主要還是結閤bayesian方法來實現的,而且也是美國社會學界不多的關於這種統計齣書的人,雖然也有western,甚至raftery等人不斷地發文章,不斷介紹,不過書確實齣的不多,而且書中徹底考慮瞭社會學科班齣身同學的基礎...
評分princeton的社會學老師,雖然他的研究方嚮是社會流行病學,但主要還是結閤bayesian方法來實現的,而且也是美國社會學界不多的關於這種統計齣書的人,雖然也有western,甚至raftery等人不斷地發文章,不斷介紹,不過書確實齣的不多,而且書中徹底考慮瞭社會學科班齣身同學的基礎...
評分princeton的社會學老師,雖然他的研究方嚮是社會流行病學,但主要還是結閤bayesian方法來實現的,而且也是美國社會學界不多的關於這種統計齣書的人,雖然也有western,甚至raftery等人不斷地發文章,不斷介紹,不過書確實齣的不多,而且書中徹底考慮瞭社會學科班齣身同學的基礎...
圖書標籤: 貝葉斯 統計學 計量經濟學 經濟學 bayesian Statistics 2014
Introduction to Applied Bayesian Statistics and Estimation for Social Scientists 2024 pdf epub mobi 電子書 下載