Memory Based Parsing
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Author | : Sandra Kübler |
Publisher | : John Benjamins Publishing |
Total Pages | : 303 |
Release | : 2004-01-01 |
Genre | : Language Arts & Disciplines |
ISBN | : 9027249911 |
Download Memory-based Parsing Book in PDF, Epub and Kindle
Memory-Based Learning (MBL), one of the most influential machine learning paradigms, has been applied with great success to a variety of NLP tasks. This monograph describes the application of MBL to robust parsing. Robust parsing using MBL can provide added functionality for key NLP applications, such as Information Retrieval, Information Extraction, and Question Answering, by facilitating more complex syntactic analysis than is currently available. The text presupposes no prior knowledge of MBL. It provides a comprehensive introduction to the framework and goes on to describe and compare applications of MBL to parsing. Since parsing is not easily characterizable as a classification task, adaptations of standard MBL are necessary. These adaptations can either take the form of a cascade of local classifiers or of a holistic approach for selecting a complete tree.The text provides excellent course material on MBL. It is equally relevant for any researcher concerned with symbolic machine learning, Information Retrieval, Information Extraction, and Question Answering.
Author | : Joakim Nivre |
Publisher | : Springer Science & Business Media |
Total Pages | : 224 |
Release | : 2006-08-05 |
Genre | : Computers |
ISBN | : 1402048890 |
Download Inductive Dependency Parsing Book in PDF, Epub and Kindle
This book describes the framework of inductive dependency parsing, a methodology for robust and efficient syntactic analysis of unrestricted natural language text. Coverage includes a theoretical analysis of central models and algorithms, and an empirical evaluation of memory-based dependency parsing using data from Swedish and English. A one-stop reference to dependency-based parsing of natural language, it will interest researchers and system developers in language technology, and is suitable for graduate or advanced undergraduate courses.
Author | : Minhwa Chung |
Publisher | : |
Total Pages | : 204 |
Release | : 1993 |
Genre | : Computational linguistics |
ISBN | : |
Download Parallel Memory-based Parsing on a Marker-passing Computer Book in PDF, Epub and Kindle
Author | : Walter Daelemans |
Publisher | : Cambridge University Press |
Total Pages | : 199 |
Release | : 2005-09-01 |
Genre | : Language Arts & Disciplines |
ISBN | : 1139445367 |
Download Memory-Based Language Processing Book in PDF, Epub and Kindle
Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information. By applying the model to a range of benchmark problems, the authors show that for linguistic areas ranging from phonology to semantics, it produces excellent results. They also describe TiMBL, a software package for memory-based language processing. The first comprehensive overview of the approach, this book will be invaluable for computational linguists, psycholinguists and language engineers.
Author | : Matthew W. Crocker |
Publisher | : Frontiers Media SA |
Total Pages | : 514 |
Release | : 2022-03-25 |
Genre | : Science |
ISBN | : 2889747654 |
Download Rational Approaches in Language Science Book in PDF, Epub and Kindle
Author | : Guy de Pauw |
Publisher | : |
Total Pages | : 470 |
Release | : 2002 |
Genre | : |
ISBN | : |
Download An Agent-based Evolutionary Computing Approach to Memory-based Syntactic Parsing of Natural Language Book in PDF, Epub and Kindle
Author | : Roberto Heredia |
Publisher | : Elsevier |
Total Pages | : 391 |
Release | : 2002-07-25 |
Genre | : Psychology |
ISBN | : 0080500099 |
Download Bilingual Sentence Processing Book in PDF, Epub and Kindle
Bilingual Sentence Processing
Author | : Sandra Kubler |
Publisher | : Springer Nature |
Total Pages | : 115 |
Release | : 2022-05-31 |
Genre | : Computers |
ISBN | : 3031021312 |
Download Dependency Parsing Book in PDF, Epub and Kindle
Dependency-based methods for syntactic parsing have become increasingly popular in natural language processing in recent years. This book gives a thorough introduction to the methods that are most widely used today. After an introduction to dependency grammar and dependency parsing, followed by a formal characterization of the dependency parsing problem, the book surveys the three major classes of parsing models that are in current use: transition-based, graph-based, and grammar-based models. It continues with a chapter on evaluation and one on the comparison of different methods, and it closes with a few words on current trends and future prospects of dependency parsing. The book presupposes a knowledge of basic concepts in linguistics and computer science, as well as some knowledge of parsing methods for constituency-based representations. Table of Contents: Introduction / Dependency Parsing / Transition-Based Parsing / Graph-Based Parsing / Grammar-Based Parsing / Evaluation / Comparison / Final Thoughts
Author | : Walter Daelemans |
Publisher | : Cambridge University Press |
Total Pages | : 208 |
Release | : 2005-09 |
Genre | : Computers |
ISBN | : 9780521808903 |
Download Memory-Based Language Processing Book in PDF, Epub and Kindle
Memory-based language processing--a machine learning and problem solving method for language technology--is based on the idea that the direct re-use of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information.
Author | : |
Publisher | : |
Total Pages | : 912 |
Release | : 1993 |
Genre | : Artificial intelligence |
ISBN | : |
Download Proceedings of the ... International Joint Conference on Artificial Intelligence Book in PDF, Epub and Kindle