Applied Bayesian Modelling 应用贝叶斯模型
英文图书 清晰pdf版本
伦敦大学 PETER CONGDON 编纂 详细介绍了各类贝叶斯模型的基本概念及使用方法,是介绍贝叶斯数学模型的经典外文书籍。
简要目录如下:
Chapter 1 The Basis for, and Advantages of, Bayesian Model Estimation via Repeated Sampling
Chapter 2 Hierarchical Mixture Models
Chapter 3 Regression Models
Chapter 4 Analysis of Multi-Level Data
Chapter 5 Models for Time Series
Chapter 6 Analysis of Panel Data
Chapter 7 Models for Spatial Outcomes and Geographical Association
Chapter 8 Structural Equation and Latent Variable Models
Chapter 9 Survival and Event History Models
Chapter 10 Modelling and Establishing Causal Relations: Epidemiological Methods and Models