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Coarse-To-Fine Natural Language Processing by Slav Petrov, Eugene Charniak - Paperback
890.75 AED

Coarse-To-Fine Natural Language Processing by Slav Petrov, Eugene Charniak - Paperback

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Category Type
Information Technology
ISBN
9783642427497
Author
Slav Petrov, Eugene Charniak
Publisher
Springer
Description:

The impact of computer systems that can understand natural language will be tremendous. To develop this capability we need to be able to automatically and efficiently analyze large amounts of text. Manually devised rules are not sufficient to provide coverage to handle the complex structure of natural language, necessitating systems that can automatically learn from examples. To handle the ...

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PRODUCT INFORMATION

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    Specifications

    Category Type
    Information Technology
    ISBN
    9783642427497
    Languages
    English
    Item EAN
    2724437248733
    People
    Author
    Slav Petrov, Eugene Charniak
    Category Type
    Information Technology
    ISBN
    9783642427497
    Languages
    English
    Item EAN
    2724437248733
    People
    Author
    Slav Petrov, Eugene Charniak
    People
    Publisher
    Springer
    Technical Information
    Binding
    Paperback
    Languages and countries
    Book Language
    English
    Read more
  •  

    Description:

    The impact of computer systems that can understand natural language will be tremendous. To develop this capability we need to be able to automatically and efficiently analyze large amounts of text. Manually devised rules are not sufficient to provide coverage to handle the complex structure of

    The impact of computer systems that can understand natural language will be tremendous. To develop this capability we need to be able to automatically and efficiently analyze large amounts of text. Manually devised rules are not sufficient to provide coverage to handle the complex structure of natural language, necessitating systems that can automatically learn from examples. To handle the flexibility of natural language, it has become standard practice to use statistical models, which assign probabilities for example to the different meanings of a word or the plausibility of grammatical constructions.

    This book develops a general coarse-to-fine framework for learning and inference in large statistical models for natural language processing.

    Coarse-to-fine approaches exploit a sequence of models which introduce complexity gradually. At the top of the sequence is a trivial model in which learning and inference are both cheap. Each subsequent model refines the previous one, until a final, full-complexity model is reached. Applications of this framework to syntactic parsing, speech recognition and machine translation are presented, demonstrating the effectiveness of the approach in terms of accuracy and speed. The book is intended for students and researchers interested in statistical approaches to Natural Language Processing.

    Slav s workCoarse-to-Fine Natural Language Processing represents a major advance in the area of syntactic parsing, and a great advertisement for the superiority of the machine-learning approach.

    Eugene Charniak (Brown University)

    Product Features:
    • Category: Information Technology
    • Binding: Paperback
    • Language of Text: English
    • Author(s): Slav Petrov, Eugene Charniak
    • Publisher: Springer
    • ISBN: 9783642427497
    • Number of Pages: 106
    • Dimensions: 9.21 x 6.14 x 0.27 inches
 

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