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The Naive Bayes Model For Unsupervised Word Sense Disambiguation
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Book Synopsis The Naïve Bayes Model for Unsupervised Word Sense Disambiguation by : Florentina T. Hristea
Download or read book The Naïve Bayes Model for Unsupervised Word Sense Disambiguation written by Florentina T. Hristea and published by Springer Science & Business Media. This book was released on 2012-11-07 with total page 79 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent advances (from 2008 to 2012) concerning use of the Naïve Bayes model in unsupervised word sense disambiguation (WSD). While WSD, in general, has a number of important applications in various fields of artificial intelligence (information retrieval, text processing, machine translation, message understanding, man-machine communication etc.), unsupervised WSD is considered important because it is language-independent and does not require previously annotated corpora. The Naïve Bayes model has been widely used in supervised WSD, but its use in unsupervised WSD has led to more modest disambiguation results and has been less frequent. It seems that the potential of this statistical model with respect to unsupervised WSD continues to remain insufficiently explored. The present book contends that the Naïve Bayes model needs to be fed knowledge in order to perform well as a clustering technique for unsupervised WSD and examines three entirely different sources of such knowledge for feature selection: WordNet, dependency relations and web N-grams. WSD with an underlying Naïve Bayes model is ultimately positioned on the border between unsupervised and knowledge-based techniques. The benefits of feeding knowledge (of various natures) to a knowledge-lean algorithm for unsupervised WSD that uses the Naïve Bayes model as clustering technique are clearly highlighted. The discussion shows that the Naïve Bayes model still holds promise for the open problem of unsupervised WSD.
Author :Information Resources Management Association Publisher :IGI Global ISBN 13 :146663605X Total Pages :1826 pages Book Rating :4.4/5 (666 download)
Book Synopsis Bioinformatics by : Information Resources Management Association
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Book Synopsis Natural Language Processing and Information Systems by : Zoubida Kedad
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Book Synopsis Recent Advances in Material, Manufacturing, and Machine Learning by : Rajiv Gupta
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Book Synopsis International Conference on Advanced Intelligent Systems for Sustainable Development by : Janusz Kacprzyk
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Book Synopsis Proceedings of International Conference on ICT for Sustainable Development by : Suresh Chandra Satapathy
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Book Synopsis Intelligent Systems Design and Applications by : Ajith Abraham
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Book Synopsis Computational Methods for Data Analysis by : Yeliz Karaca
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Book Synopsis Genetic and Evolutionary Computing by : Thi Thi Zin
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Book Synopsis Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2016 by : Aboul Ella Hassanien
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Book Synopsis New Perspectives on Computational and Cognitive Strategies for Word Sense Disambiguation by : Oi Yee Kwong
Download or read book New Perspectives on Computational and Cognitive Strategies for Word Sense Disambiguation written by Oi Yee Kwong and published by Springer Science & Business Media. This book was released on 2012-08-11 with total page 114 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cognitive and Computational Strategies for Word Sense Disambiguation examines cognitive strategies by humans and computational strategies by machines, for WSD in parallel. Focusing on a psychologically valid property of words and senses, author Oi Yee Kwong discusses their concreteness or abstractness and draws on psycholinguistic data to examine the extent to which existing lexical resources resemble the mental lexicon as far as the concreteness distinction is concerned. The text also investigates the contribution of different knowledge sources to WSD in relation to this very intrinsic nature of words and senses.
Book Synopsis Computational Linguistics and Intelligent Text Processing by : Alexander Gelbukh
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Book Synopsis Telecommunications and Remote Sensing by : Boris Shishkov
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Book Synopsis Artificial Intelligence and Digitalization for Sustainable Development by : Bereket H. Woldegiorgis
Download or read book Artificial Intelligence and Digitalization for Sustainable Development written by Bereket H. Woldegiorgis and published by Springer Nature. This book was released on 2023-03-18 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proceedings, ICAST 2022, constitutes the refereed post-conference proceedings of the 10th International Conference on Advancement of Science and Technology, ICAST 2022, which took place in Bahir Dar, Ethiopia, in November 2022. The 17 revised full papers and one short paper were carefully reviewed and selected from 174 submissions. The papers present economic and technologic developments in modern societies related to important issues such digitization, energy transformation, impact on national economy, and its recent advancements.
Book Synopsis Word Sense Disambiguation by : Eneko Agirre
Download or read book Word Sense Disambiguation written by Eneko Agirre and published by Springer Science & Business Media. This book was released on 2007-11-16 with total page 381 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first comprehensive book to cover all aspects of word sense disambiguation. It covers major algorithms, techniques, performance measures, results, philosophical issues and applications. The text synthesizes past and current research across the field, and helps developers grasp which techniques will best apply to their particular application, how to build and evaluate systems, and what performance to expect. An accompanying Website extends the effectiveness of the text.