| 期刊全称 | Bayesian Analysis in Natural Language Processing, Second Edition | | 影响因子2023 | Shay Cohen | | 视频video | | | 学科分类 | Synthesis Lectures on Human Language Technologies | | 图书封面 |  | | 影响因子 | .Natural language processing (NLP) went through a profound transformation in the mid-1980s when it shifted to make heavy use of corpora and data-driven techniques to analyze language. Since then, the use of statistical techniques in NLP has evolved in several ways. One such example of evolution took place in the late 1990s or early 2000s, when full-fledged Bayesian machinery was introduced to NLP. This Bayesian approach to NLP has come to accommodate various shortcomings in the frequentist approach and to enrich it, especially in the unsupervised setting, where statistical learning is done without target prediction examples...In this book, we cover the methods and algorithms that are needed to fluently read Bayesian learning papers in NLP and to do research in the area. These methods and algorithms are partially borrowed from both machine learning and statistics and are partially developed "in-house" in NLP. We cover inference techniques such as Markov chain Monte Carlo sampling and variational inference, Bayesian estimation, and nonparametric modeling. In response to rapid changes in the field, this second edition of the book includes a new chapter on representation learning and n | | Pindex | Book 2019Latest edition |
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书目名称Bayesian Analysis in Natural Language Processing, Second Edition影响因子(影响力)
书目名称Bayesian Analysis in Natural Language Processing, Second Edition影响因子(影响力)学科排名
书目名称Bayesian Analysis in Natural Language Processing, Second Edition网络公开度
书目名称Bayesian Analysis in Natural Language Processing, Second Edition网络公开度学科排名
书目名称Bayesian Analysis in Natural Language Processing, Second Edition被引频次
书目名称Bayesian Analysis in Natural Language Processing, Second Edition被引频次学科排名
书目名称Bayesian Analysis in Natural Language Processing, Second Edition年度引用
书目名称Bayesian Analysis in Natural Language Processing, Second Edition年度引用学科排名
书目名称Bayesian Analysis in Natural Language Processing, Second Edition读者反馈
书目名称Bayesian Analysis in Natural Language Processing, Second Edition读者反馈学科排名
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发表于 2025-3-21 19:59:16
