Natural Language Processing of Semitic Languages (Theory and Applications of Natural Language Processing)
暫譯: 閃米特語言的自然語言處理(自然語言處理的理論與應用)

  • 出版商: Springer
  • 出版日期: 2014-05-12
  • 售價: $4,890
  • 貴賓價: 9.5$4,646
  • 語言: 英文
  • 頁數: 459
  • 裝訂: Hardcover
  • ISBN: 3642453570
  • ISBN-13: 9783642453571
  • 海外代購書籍(需單獨結帳)

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商品描述

Research in Natural Language Processing (NLP) has rapidly advanced in recent years, resulting in exciting algorithms for sophisticated processing of text and speech in various languages. Much of this work focuses on English; in this book we address another group of interesting and challenging languages for NLP research: the Semitic languages. The Semitic group of languages includes Arabic (206 million native speakers), Amharic (27 million), Hebrew (7 million), Tigrinya (6.7 million), Syriac (1 million) and Maltese (419 thousand). Semitic languages exhibit unique morphological processes, challenging syntactic constructions and various other phenomena that are less prevalent in other natural languages. These challenges call for unique solutions, many of which are described in this book.

The 13 chapters presented in this book bring together leading scientists from several universities and research institutes worldwide. While this book devotes some attention to cutting-edge algorithms and techniques, its primary purpose is a thorough explication of best practices in the field. Furthermore, every chapter describes how the techniques discussed apply to Semitic languages. The book covers both statistical approaches to NLP, which are dominant across various applications nowadays and the more traditional, rule-based approaches, that were proven useful for several other application domains. We hope that this book will provide a "one-stop-shop'' for all the requisite background and practical advice when building NLP applications for Semitic languages.

商品描述(中文翻譯)

研究自然語言處理(NLP)在近年來迅速進展,產生了許多令人興奮的演算法,用於對各種語言的文本和語音進行複雜處理。這些研究大多集中在英語上;在本書中,我們將探討另一組有趣且具挑戰性的語言,作為NLP研究的對象:閃米特語言。閃米特語言群包括阿拉伯語(2.06億母語使用者)、阿姆哈拉語(2700萬)、希伯來語(700萬)、提格利尼亞語(670萬)、敘利亞語(100萬)和馬耳他語(41.9萬)。閃米特語言展現了獨特的形態過程、挑戰性的句法結構以及其他在其他自然語言中較少見的現象。這些挑戰需要獨特的解決方案,其中許多在本書中有詳細描述。

本書的13章匯集了來自全球多所大學和研究機構的領先科學家。雖然本書對尖端演算法和技術有所關注,但其主要目的是徹底闡述該領域的最佳實踐。此外,每一章都描述了所討論的技術如何應用於閃米特語言。本書涵蓋了統計方法在NLP中的應用,這些方法在當今各種應用中佔主導地位,以及更傳統的基於規則的方法,這些方法在其他應用領域中被證明是有用的。我們希望本書能為構建閃米特語言的NLP應用提供所需的背景知識和實用建議的「一站式商店」。