1 Foundations of Statistical Natural Language Processing 英文高清PDF下载

资源分享 – Foundations of Statistical Natural Language Processing 英文高清PDF下载-StubbornHuang Blog

1.1 书籍简介

Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear. The book contains all the theory and algorithms needed for building NLP tools. It provides broad but rigorous coverage of mathematical and linguistic foundations, as well as detailed discussion of statistical methods, allowing students and researchers to construct their own implementations. The book covers collocation finding, word sense disambiguation, probabilistic parsing, information retrieval, and other applications.

近年来，处理自然语言文本的统计方法已成为主流。该基础文本是首次出现的对统计自然语言处理 (NLP) 的全面介绍。本书包含构建 NLP 工具所需的所有理论和算法。它提供了对数学和语言基础的广泛而严格的覆盖，以及对统计方法的详细讨论，允许学生和研究人员构建自己的实现。这本书涵盖了搭配查找、词义消歧、概率解析、信息检索和其他应用。

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