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The EM Algorithm and Extensions读书介绍

类别 页数 译者 网友评分 年代 出版社
书籍 400页 2020 John Wiley & Sons
定价 出版日期 最近访问 访问指数
GBP 120.00 2020-02-20 … 2021-01-30 … 60
主题/类型/题材/标签
机器学习,EM,算法,ML,统计,EM算法,高斯混合模型,统计学,
作者
McLachlan      ISBN:9780471201700    原作名/别名:《》
内容和作者简介
The EM Algorithm and Extensions摘要

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The EM Algorithm and Extensions remains the only single source to offer a complete and unified treatment of the theory, methodology, and applications of the EM algorithm. The highly applied area of statistics here outlined involves applications in regression, medical imaging, finite mixture analysis, robust statistical modeling, survival analysis, and repeated–measures ...

作者简介

在线阅读本书

The EM Algorithm and Extensions remains the only single source to offer a complete and unified treatment of the theory, methodology, and applications of the EM algorithm. The highly applied area of statistics here outlined involves applications in regression, medical imaging, finite mixture analysis, robust statistical modeling, survival analysis, and repeated–measures designs, among other areas. The text includes newly added and updated results on convergence, and new discussion of categorical data, numerical differentiation, and variants of the EM algorithm. It also explores the relationship between the EM algorithm and the Gibbs sampler and Markov Chain Monte Carlo methods.

本书后续版本
未发行或暂未收录
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