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Towards High-Performance Word Sense Disambiguation- Combining Rich Linguistic Knowledge and Machine Learning Approaches Jinying Chen Author
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ISBN: 9783836427517

Supervised word sense disambiguation (WSD) for truly polysemous words (in contrast to homonyms) is difficult for machine learning, mainly due to two problems: the lack of sense-tagged… More...

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Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Chen, Jinying
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Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Paperback

2007, ISBN: 3836427516

[EAN: 9783836427517], Gebraucht, guter Zustand, [SC: 3.5], [PU: Vdm Verlag Dr. Müller], IT-AUSBILDUNG & -BERUFE / NATURWISSENSCHAFTEN TECHNIK GENRES, 184 Seiten Sehr gepflegtes Gebraucht-… More...

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Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Chen, Jinying
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Chen, Jinying:
Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Paperback

2007

ISBN: 3836427516

[EAN: 9783836427517], Gebraucht, guter Zustand, [PU: Vdm Verlag Dr. Müller,], IT-AUSBILDUNG & -BERUFE / NATURWISSENSCHAFTEN TECHNIK GENRES, 184 Seiten Sehr gepflegtes Gebraucht-/Antiquari… More...

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Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Chen, Jinying
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Chen, Jinying:
Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Paperback

2007, ISBN: 3836427516

[EAN: 9783836427517], Gebraucht, guter Zustand, [PU: Vdm Verlag Dr. Müller], IT-AUSBILDUNG & -BERUFE / NATURWISSENSCHAFTEN TECHNIK GENRES, 184 Seiten Sehr gepflegtes Gebraucht-/Antiquaria… More...

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Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Chen, Jinying
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Chen, Jinying:
Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Paperback

2007, ISBN: 9783836427517

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Towards High-Performance Word Sense Disambiguation- Combining Rich Linguistic Knowledge and Machine Learning Approaches Jinying Chen Author
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ISBN:

3836427516


Supervised word sense disambiguation (WSD) for truly polysemous words (in contrast to homonyms) is difficult for machine learning, mainly due to two problems: the lack of sense-tagged training data and the sparsity of the matrix of observed instances vs. features. At the same time, high accuracy is necessary for WSD to be beneficial for high-level applications, such as information retrieval, question answering, and machine translation. This work addresses the above two problems through combining rich linguistic knowledge and machine learning methods. First, it proposes and demonstrates empirically evidence that careful design and generation of linguistically motivated features help to alleviate the data sparseness inherent in WSD. A state-of-theart supervised system for verb sense disambiguation was introduced. Exploration in three specific aspects of feature generation was discussed and shown to elevate the system accuracy to top-level. It also shows the effectiveness of active learning in the creation of more labeled training data for supervised WSD - reducing the required training data by 1/2 to 3/4 when learning coarse-grained English verb senses. The book is addressed to researchers in Computer and Information Science and Computational Linguistics.

Details of the book - Towards High-Performance Word Sense Disambiguation- Combining Rich Linguistic Knowledge and Machine Learning Approaches Jinying Chen Author


EAN (ISBN-13): 9783836427517
ISBN (ISBN-10): 3836427516
Paperback
Publishing year: 2007
Publisher: KS Omniscriptum Publishing Core >1
184 Pages
Weight: 0,359 kg
Language: eng/Englisch

Book in our database since 2007-11-14T15:22:34+00:00 (London)
Detail page last modified on 2023-10-14T11:07:19+01:00 (London)
ISBN/EAN: 3836427516

ISBN - alternate spelling:
3-8364-2751-6, 978-3-8364-2751-7
Alternate spelling and related search-keywords:
Book author: chen
Book title: machine learning, word sense disambiguation, high performance

Information from Publisher

Author: Jinying Chen
Title: Towards High-Performance Word Sense Disambiguation - Combining Rich Linguistic Knowledge and Machine Learning Approaches
Publisher: VDM Verlag Dr. Müller
184 Pages
Publishing year: 2007-11-12
Language: English
68,00 € (DE)
70,00 € (AT)
114,00 CHF (CH)
Not available (reason unspecified)

BC; PB; Hardcover, Softcover / Informatik, EDV; Informatik und Informationstechnologie; Linguistics; Word Sense Disambiguation; Linguistically Motivated Features; Learning; Feature Engineering; Natural Language Processing

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