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  1. Formal Analysis for Natural Language Processing: A Handbook
    Autor*in: Feng, Zhiwei
    Erschienen: 2023
    Verlag:  Springer Verlag, Singapore, Singapore

    The field of natural language processing (NLP) is one of the most important and useful application areas of artificial intelligence. NLP is now rapidly evolving, as new methods and toolsets converge with an ever-expanding wealth of available data.... mehr

     

    The field of natural language processing (NLP) is one of the most important and useful application areas of artificial intelligence. NLP is now rapidly evolving, as new methods and toolsets converge with an ever-expanding wealth of available data. This state-of-the-art handbook addresses all aspects of formal analysis for natural language processing. Following a review of the field's history, it systematically introduces readers to the rule-based model, statistical model, neural network model, and pre-training model in natural language processing. At a time characterized by the steady and vigorous growth of natural language processing, this handbook provides a highly accessible introduction and much-needed reference guide to both the theory and method of NLP. It can be used for individual study, as the textbook for courses on natural language processing or computational linguistics, or as a supplement to courses on artificial intelligence, and offers a valuable asset for researchers, practitioners, lecturers, graduate and undergraduate students alike

     

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    Cover (lizenzpflichtig)
    Quelle: Verbundkataloge
    Sprache: Englisch
    Medientyp: Buch (Monographie)
    Format: Druck
    ISBN: 9789811651717
    Auflage/Ausgabe: 1st ed. 2023
    Schlagworte: COMPUTERS / Computer Science; COMPUTERS / Data Processing / Speech & Audio Processing; Computational linguistics; Computer science; Computerlinguistik und Korpuslinguistik; LANGUAGE ARTS & DISCIPLINES / Linguistics; Natural language & machine translation; Natürliche Sprachen und maschinelle Übersetzung; Theoretische Informatik
    Umfang: 796 Seiten
    Bemerkung(en):

    Part One History Review Chapter One Past and Present of Natural Language Processing 1.1 What is natural language processing 1.2 History review of natural language processing 1.3 Characteristics of current trends in natural language processing References Chapter Two Pioneers in the Study of Language Computing 2.1 Markov chains 2.2 Zipf's law 2.3 Shannon's work on entropy 2.4 Bar-Hillel's category grammar 2.5 Harris's approach of linguistic string analysis 2.6 . . 's linguistic set theory model References