期刊全稱 | Bayesian Nonparametric Data Analysis |
影響因子2023 | Peter Müller,Fernando Andres Quintana,Tim Hanson |
視頻video | http://file.papertrans.cn/182/181870/181870.mp4 |
發(fā)行地址 | This is the first text to introduce nonparametric Bayesian inference from a data analysis perspective.Includes a large number of examples to illustrate the application of nonparametric Bayesian models |
學(xué)科分類 | Springer Series in Statistics |
圖書封面 |  |
影響因子 | This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic review of probability models, the book’s structure follows a data analysis perspective. As such, the chapters are organized by traditional data analysis problems. In selecting specific nonparametric models, simpler and more traditional models are favored over specialized ones. .The discussed methods are illustrated with a wealth of examples, including applications ranging from stylized examples to case studies from recent literature. The book also includes an extensive discussion of computational methods and details on their implementation. R code for many examples is included in online software pages.. |
Pindex | Book 2015 |