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The EM Algorithm and Extensions 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024

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McLachlan 作者

John Wiley & Sons

译者

2008-2-28 出版日期

400 页数

GBP 120.00 价格

Hardcover

丛书系列

9780471201700 图书编码

The EM Algorithm and Extensions 在线电子书图书标签: 机器学习 EM 算法 ML 统计 EM算法高斯混合模型统计学

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The EM Algorithm and Extensions 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

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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 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.

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