Bayesian Nonparametrics pdf epub mobi txt 电子书下载 2024

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Nils Lid Hjort

Cambridge

2010-5

308

$ 77.97

Cambridge Series in Statistical and Probabilistic Mathematics

9780521513463

图书标签: 非参贝叶斯非参数化贝叶斯统计学习算法机器学习数学 Statistics

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发表于2024-11-07

Bayesian Nonparametrics epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Bayesian Nonparametrics pdf epub mobi txt 电子书下载 2024

图书描述

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 下载 mobi epub pdf txt 电子书