Natural Language Processing Using Very Large Corpora

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Publisher : Springer Science & Business Media
ISBN 13 : 9401723907
Total Pages : 314 pages
Book Rating : 4.4/5 (17 download)

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Book Synopsis Natural Language Processing Using Very Large Corpora by : S. Armstrong

Download or read book Natural Language Processing Using Very Large Corpora written by S. Armstrong and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: ABOUT THIS BOOK This book is intended for researchers who want to keep abreast of cur rent developments in corpus-based natural language processing. It is not meant as an introduction to this field; for readers who need one, several entry-level texts are available, including those of (Church and Mercer, 1993; Charniak, 1993; Jelinek, 1997). This book captures the essence of a series of highly successful work shops held in the last few years. The response in 1993 to the initial Workshop on Very Large Corpora (Columbus, Ohio) was so enthusias tic that we were encouraged to make it an annual event. The following year, we staged the Second Workshop on Very Large Corpora in Ky oto. As a way of managing these annual workshops, we then decided to register a special interest group called SIGDAT with the Association for Computational Linguistics. The demand for international forums on corpus-based NLP has been expanding so rapidly that in 1995 SIGDAT was led to organize not only the Third Workshop on Very Large Corpora (Cambridge, Mass. ) but also a complementary workshop entitled From Texts to Tags (Dublin). Obviously, the success of these workshops was in some measure a re flection of the growing popularity of corpus-based methods in the NLP community. But first and foremost, it was due to the fact that the work shops attracted so many high-quality papers.

Natural Language Processing for Corpus Linguistics

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Publisher : Cambridge University Press
ISBN 13 : 1009083740
Total Pages : 149 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Natural Language Processing for Corpus Linguistics by : Jonathan Dunn

Download or read book Natural Language Processing for Corpus Linguistics written by Jonathan Dunn and published by Cambridge University Press. This book was released on 2022-03-31 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: Corpus analysis can be expanded and scaled up by incorporating computational methods from natural language processing. This Element shows how text classification and text similarity models can extend our ability to undertake corpus linguistics across very large corpora. These computational methods are becoming increasingly important as corpora grow too large for more traditional types of linguistic analysis. We draw on five case studies to show how and why to use computational methods, ranging from usage-based grammar to authorship analysis to using social media for corpus-based sociolinguistics. Each section is accompanied by an interactive code notebook that shows how to implement the analysis in Python. A stand-alone Python package is also available to help readers use these methods with their own data. Because large-scale analysis introduces new ethical problems, this Element pairs each new methodology with a discussion of potential ethical implications.

Speech & Language Processing

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Publisher : Pearson Education India
ISBN 13 : 9788131716724
Total Pages : 912 pages
Book Rating : 4.7/5 (167 download)

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Book Synopsis Speech & Language Processing by : Dan Jurafsky

Download or read book Speech & Language Processing written by Dan Jurafsky and published by Pearson Education India. This book was released on 2000-09 with total page 912 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Web Corpus Construction

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Publisher : Morgan & Claypool Publishers
ISBN 13 : 1627053123
Total Pages : 197 pages
Book Rating : 4.6/5 (27 download)

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Book Synopsis Web Corpus Construction by : Roland Schäfer

Download or read book Web Corpus Construction written by Roland Schäfer and published by Morgan & Claypool Publishers. This book was released on 2013-07-01 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: The World Wide Web constitutes the largest existing source of texts written in a great variety of languages. A feasible and sound way of exploiting this data for linguistic research is to compile a static corpus for a given language. There are several adavantages of this approach: (i) Working with such corpora obviates the problems encountered when using Internet search engines in quantitative linguistic research (such as non-transparent ranking algorithms). (ii) Creating a corpus from web data is virtually free. (iii) The size of corpora compiled from the WWW may exceed by several orders of magnitudes the size of language resources offered elsewhere. (iv) The data is locally available to the user, and it can be linguistically post-processed and queried with the tools preferred by her/him. This book addresses the main practical tasks in the creation of web corpora up to giga-token size. Among these tasks are the sampling process (i.e., web crawling) and the usual cleanups including boilerplate removal and removal of duplicated content. Linguistic processing and problems with linguistic processing coming from the different kinds of noise in web corpora are also covered. Finally, the authors show how web corpora can be evaluated and compared to other corpora (such as traditionally compiled corpora).

Natural Language Processing with Python

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 0596555717
Total Pages : 506 pages
Book Rating : 4.5/5 (965 download)

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Book Synopsis Natural Language Processing with Python by : Steven Bird

Download or read book Natural Language Processing with Python written by Steven Bird and published by "O'Reilly Media, Inc.". This book was released on 2009-06-12 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive text and email filtering to automatic summarization and translation. With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication. Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligence This book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.

Supertagging

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Publisher : Bradford Books
ISBN 13 : 9780262013871
Total Pages : 0 pages
Book Rating : 4.0/5 (138 download)

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Book Synopsis Supertagging by : Srinivas Bangalore

Download or read book Supertagging written by Srinivas Bangalore and published by Bradford Books. This book was released on 2010 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Investigations into employing statistical approaches with linguistically motivated representations and its impact on Natural Language processing tasks. The last decade has seen computational implementations of large hand-crafted natural language grammars in formal frameworks such as Tree-Adjoining Grammar (TAG), Combinatory Categorical Grammar (CCG), Head-driven Phrase Structure Grammar (HPSG), and Lexical Functional Grammar (LFG). Grammars in these frameworks typically associate linguistically motivated rich descriptions (Supertags) with words. With the availability of parse-annotated corpora, grammars in the TAG and CCG frameworks have also been automatically extracted while maintaining the linguistic relevance of the extracted Supertags. In these frameworks, Supertags are designed so that complex linguistic constraints are localized to operate within the domain of those descriptions. While this localization increases local ambiguity, the process of disambiguation (Supertagging) provides a unique way of combining linguistic and statistical information. This volume investigates the theme of employing statistical approaches with linguistically motivated representations and its impact on Natural Language Processing tasks. In particular, the contributors describe research in which words are associated with Supertags that are the primitives of different grammar formalisms including Lexicalized Tree-Adjoining Grammar (LTAG). Contributors Jens Bäcker, Srinivas Bangalore, Akshar Bharati, Pierre Boullier, Tomas By, John Chen, Stephen Clark, Berthold Crysmann, James R. Curran, Kilian Foth, Robert Frank, Karin Harbusch, Sasa Hasan, Aravind Joshi, Vincenzo Lombardo, Takuya Matsuzaki, Alessandro Mazzei, Wolfgang Menzel, Yusuke Miyao, Richard Moot, Alexis Nasr, Günter Neumann, Martha Palmer, Owen Rambow, Rajeev Sangal, Anoop Sarkar, Giorgio Satta, Libin Shen, Patrick Sturt, Jun'ichi Tsujii, K. Vijay-Shanker, Wen Wang, Fei Xia

Explanation and Interaction

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Publisher : Bradford Books
ISBN 13 : 9780262517058
Total Pages : 240 pages
Book Rating : 4.5/5 (17 download)

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Book Synopsis Explanation and Interaction by : Alison Cawsey

Download or read book Explanation and Interaction written by Alison Cawsey and published by Bradford Books. This book was released on 2003 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Describes the problems and issues involved in generating interactive user-sensitiveexplanations.

Recent Advances in Natural Language Processing III

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Publisher : John Benjamins Publishing
ISBN 13 : 9781588116185
Total Pages : 420 pages
Book Rating : 4.1/5 (161 download)

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Book Synopsis Recent Advances in Natural Language Processing III by : Nicolas Nicolov

Download or read book Recent Advances in Natural Language Processing III written by Nicolas Nicolov and published by John Benjamins Publishing. This book was released on 2004 with total page 420 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume brings together revised versions of a selection of papers presented at the 2003 International Conference on "Recent Advances in Natural Language Processing". A wide range of topics is covered in the volume: semantics, dialog, summarization, anaphora resolution, shallow parsing, morphology, part-of-speech tagging, named entity, question answering, word sense disambiguation, information extraction. Various 'state-of-the-art' techniques are explored: finite state processing, machine learning (support vector machines, maximum entropy, decision trees, memory-based learning, inductive logic programming, transformation-based learning, perceptions), latent semantic analysis, constraint programming. The papers address different languages (Arabic, English, German, Slavic languages) and use different linguistic frameworks (HPSG, LFG, constraint-based DCG). This book will be of interest to those who work in computational linguistics, corpus linguistics, human language technology, translation studies, cognitive science, psycholinguistics, artificial intelligence, and informatics.

Computational Processing of the Portuguese Language

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Publisher : Springer
ISBN 13 : 331909761X
Total Pages : 313 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Computational Processing of the Portuguese Language by : Jorge Baptista

Download or read book Computational Processing of the Portuguese Language written by Jorge Baptista and published by Springer. This book was released on 2014-09-26 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 11th International Workshop on Computational Processing of the Portuguese Language, PROPOR 2014, held in Sao Carlos, Brazil, in October 2014. The 14 full papers and 19 short papers presented in this volume were carefully reviewed and selected from 63 submissions. The papers are organized in topical sections named: speech language processing and applications; linguistic description, syntax and parsing; ontologies, semantics and lexicography; corpora and language resources and natural language processing, tools and applications.

Text, Speech, and Dialogue

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Publisher : Springer
ISBN 13 : 3030007944
Total Pages : 538 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Text, Speech, and Dialogue by : Petr Sojka

Download or read book Text, Speech, and Dialogue written by Petr Sojka and published by Springer. This book was released on 2018-09-07 with total page 538 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 21st International Conference on Text, Speech, and Dialogue, TSD 2018, held in Brno, Czech Republic, in September 2018. The 56 regular papers were carefully reviewed and selected from numerous submissions. They focus on topics such as corpora and language resources, speech recognition, tagging, classification and parsing of text and speech, speech and spoken language generation, semantic processing of text and search, integrating applications of text and speech processing, machine translation, automatic dialogue systems, multimodal techniques and modeling.

Information Retrieval in Biomedicine: Natural Language Processing for Knowledge Integration

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Publisher : IGI Global
ISBN 13 : 1605662755
Total Pages : 460 pages
Book Rating : 4.6/5 (56 download)

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Book Synopsis Information Retrieval in Biomedicine: Natural Language Processing for Knowledge Integration by : Prince, Violaine

Download or read book Information Retrieval in Biomedicine: Natural Language Processing for Knowledge Integration written by Prince, Violaine and published by IGI Global. This book was released on 2009-03-31 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides relevant theoretical frameworks and the latest empirical research findings in biomedicine information retrieval as it pertains to linguistic granularity"--Provided by publisher.

Formalizing Natural Languages: Applications to Natural Language Processing and Digital Humanities

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Publisher : Springer Nature
ISBN 13 : 3031566467
Total Pages : 247 pages
Book Rating : 4.0/5 (315 download)

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Book Synopsis Formalizing Natural Languages: Applications to Natural Language Processing and Digital Humanities by : Anita Bartulović

Download or read book Formalizing Natural Languages: Applications to Natural Language Processing and Digital Humanities written by Anita Bartulović and published by Springer Nature. This book was released on with total page 247 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Natural Language Processing

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Publisher : Springer
ISBN 13 : 3642147704
Total Pages : 443 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Advances in Natural Language Processing by : Hrafn Loftsson

Download or read book Advances in Natural Language Processing written by Hrafn Loftsson and published by Springer. This book was released on 2010-08-11 with total page 443 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the proceedings of the 7th International Conference on Advances in Natural Language Processing held in Reykjavik, Iceland, in August 2010.

Handbook of Natural Language Processing

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Publisher : CRC Press
ISBN 13 : 9780824790004
Total Pages : 974 pages
Book Rating : 4.7/5 (9 download)

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Book Synopsis Handbook of Natural Language Processing by : Robert Dale

Download or read book Handbook of Natural Language Processing written by Robert Dale and published by CRC Press. This book was released on 2000-07-25 with total page 974 pages. Available in PDF, EPUB and Kindle. Book excerpt: This study explores the design and application of natural language text-based processing systems, based on generative linguistics, empirical copus analysis, and artificial neural networks. It emphasizes the practical tools to accommodate the selected system.

Emerging Applications of Natural Language Processing: Concepts and New Research

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Publisher : IGI Global
ISBN 13 : 1466621702
Total Pages : 389 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Emerging Applications of Natural Language Processing: Concepts and New Research by : Bandyopadhyay, Sivaji

Download or read book Emerging Applications of Natural Language Processing: Concepts and New Research written by Bandyopadhyay, Sivaji and published by IGI Global. This book was released on 2012-10-31 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides pertinent and vital information that researchers, postgraduate, doctoral students, and practitioners are seeking for learning about the latest discoveries and advances in NLP methodologies and applications of NLP"--Provided by publisher.

Using Large Corpora

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Publisher : MIT Press
ISBN 13 : 9780262510820
Total Pages : 364 pages
Book Rating : 4.5/5 (18 download)

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Book Synopsis Using Large Corpora by : Armstrong-Warwick Armstrong

Download or read book Using Large Corpora written by Armstrong-Warwick Armstrong and published by MIT Press. This book was released on 1994 with total page 364 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using Large Corpora identifies new data-oriented methods for organizing and analyzing large corpora and describes the potential results that the use of large corpora offers. Today, large corpora consisting of hundreds of millions or even billions of words, along with new empirical and statistical methods for organizing and analyzing these data, promise new insights into the use of language. Already, the data extracted from these large corpora reveal that language use is more flexible and complex than most rule-based systems have tried to account for, providing a basis for progress in the performance of Natural Language Processing systems. Using Large Corpora identifies these new data-oriented methods and describes the potential results that the use of large corpora offers. The research described shows that the new methods may offer solutions to key issues of acquisition (automatically identifying and coding information), coverage (accounting for all of the phenomena in a given domain), robustness (accommodating real data that may be corrupt or not accounted for in the model), and extensibility (applying the model and data to a new domain, text, or problem). There are chapters on lexical issues, issues in syntax, and translation topics, as well discussions of the statistics-based vs. rule-based debate. ACL-MIT Series in Natural Language Processing.

Document Analysis and Recognition - ICDAR 2024

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Publisher : Springer Nature
ISBN 13 : 3031705432
Total Pages : 429 pages
Book Rating : 4.0/5 (317 download)

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Book Synopsis Document Analysis and Recognition - ICDAR 2024 by : Elisa H. Barney Smith

Download or read book Document Analysis and Recognition - ICDAR 2024 written by Elisa H. Barney Smith and published by Springer Nature. This book was released on with total page 429 pages. Available in PDF, EPUB and Kindle. Book excerpt: