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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… Plus…

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Towards High-Performance Word Sense Disambiguation: Combining Rich Linguistic Knowledge and Machine Learning Approaches - Livres de poche

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-… Plus…

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

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… Plus…

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

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… Plus…

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

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:

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 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.

Informations détaillées sur le livre - 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
Livre de poche
Date de parution: 2007
Editeur: KS Omniscriptum Publishing Core >1
184 Pages
Poids: 0,359 kg
Langue: eng/Englisch

Livre dans la base de données depuis 2007-11-14T16:22:34+01:00 (Zurich)
Page de détail modifiée en dernier sur 2023-10-14T12:07:19+02:00 (Zurich)
ISBN/EAN: 9783836427517

ISBN - Autres types d'écriture:
3-8364-2751-6, 978-3-8364-2751-7
Autres types d'écriture et termes associés:
Auteur du livre: chen
Titre du livre: machine learning, word sense disambiguation, high performance

Données de l'éditeur

Auteur: Jinying Chen
Titre: Towards High-Performance Word Sense Disambiguation - Combining Rich Linguistic Knowledge and Machine Learning Approaches
Editeur: VDM Verlag Dr. Müller
184 Pages
Date de parution: 2007-11-12
Langue: Anglais
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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