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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.
發表於2024-12-23
The EM Algorithm and Extensions 2024 pdf epub mobi 電子書 下載
圖書標籤: 機器學習 EM 算法 ML 統計 EM算法 高斯混閤模型 統計學
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評分內容全麵,很棒的EM算法教科書
評分看得比較泛,儲備
評分內容全麵,很棒的EM算法教科書
評分內容全麵,很棒的EM算法教科書
The EM Algorithm and Extensions 2024 pdf epub mobi 電子書 下載