Bayesian Nonparametrics pdf epub mobi txt 電子書下載 2024

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Nils Lid Hjort

Cambridge

2010-5

308

$ 77.97

Cambridge Series in Statistical and Probabilistic Mathematics

9780521513463

圖書標籤: 非參貝葉斯非參數化貝葉斯統計學習算法機器學習數學 Statistics

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发表于2024-11-23

Bayesian Nonparametrics epub 下載 mobi 下載 pdf 下載 txt 電子書下載 2024

Bayesian Nonparametrics pdf epub mobi txt 電子書下載 2024

圖書描述

Bayesian nonparametrics works - theoretically, computationally. The theory provides highly flexible models whose complexity grows appropriately with the amount of data. Computational issues, though challenging, are no longer intractable. All that is needed is an entry point: this intelligent book is the perfect guide to what can seem a forbidding landscape. Tutorial chapters by Ghosal, Lijoi and Prunster, Teh and Jordan, and Dunson advance from theory, to basic models and hierarchical modeling, to applications and implementation, particularly in computer science and biostatistics. These are complemented by companion chapters by the editors and Griffin and Quintana, providing additional models, examining computational issues, identifying future growth areas, and giving links to related topics. This coherent text gives ready access both to underlying principles and to state-of-the-art practice. Specific examples are drawn from information retrieval, NLP, machine vision, computational biology, biostatistics, and bioinformatics.

Bayesian Nonparametrics 下載 mobi epub pdf txt 電子書