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
发表于2024-11-05
The EM Algorithm and Extensions pdf epub mobi txt 电子书 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.
内容全面,很棒的EM算法教科书
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The EM Algorithm and Extensions pdf epub mobi txt 电子书 下载 2024