Coarse-to-Fine Natural Language Processing

Nonfiction, Computers, Advanced Computing, Computer Science, General Computing
Cover of the book Coarse-to-Fine Natural Language Processing by Slav Petrov, Springer Berlin Heidelberg
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Slav Petrov ISBN: 9783642227431
Publisher: Springer Berlin Heidelberg Publication: November 3, 2011
Imprint: Springer Language: English
Author: Slav Petrov
ISBN: 9783642227431
Publisher: Springer Berlin Heidelberg
Publication: November 3, 2011
Imprint: Springer
Language: English

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 work Coarse-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)

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 work Coarse-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)

More books from Springer Berlin Heidelberg

Cover of the book Fiber Optics by Slav Petrov
Cover of the book Flexural Testing of Weld Site and HVOF Coating Characteristics by Slav Petrov
Cover of the book Stability Loss and Buckling Delamination by Slav Petrov
Cover of the book Handbuch Föderalismus - Föderalismus als demokratische Rechtsordnung und Rechtskultur in Deutschland, Europa und der Welt by Slav Petrov
Cover of the book Voilà un homme - Über Goethe, die Menschen und das Leben by Slav Petrov
Cover of the book Sozialpsychologie by Slav Petrov
Cover of the book Emmy Noether, die Noether-Schule und die moderne Algebra by Slav Petrov
Cover of the book Satellite Network Robust QoS-aware Routing by Slav Petrov
Cover of the book Approaching Business Models from an Economic Perspective by Slav Petrov
Cover of the book Cross-border Transactions of Intermediated Securities by Slav Petrov
Cover of the book The Vertebrate Integument Volume 2 by Slav Petrov
Cover of the book Lebensphase hohes Alter: Verletzlichkeit und Reife by Slav Petrov
Cover of the book Artemisia annua - Pharmacology and Biotechnology by Slav Petrov
Cover of the book Activity Patterns in Small Mammals by Slav Petrov
Cover of the book Chemical and Physical Behavior of Human Hair by Slav Petrov
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy