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发表于2024-07-03

The EM Algorithm and Extensions 2024 pdf epub mobi 电子书

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出版者:John Wiley & Sons

作者:McLachlan

出品人:

页数:400

译者:

出版时间:2008-2-28

价格:GBP 120.00

装帧:Hardcover

isbn号码:9780471201700

丛书系列:

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 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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