InforLorV4, Main, Exploration, bibRecordById, Pascal:05-0286437

Rethinking Language Models Within the Framework of Dynamic Bayesian Networks

Identifieur interne : 006196 ( Main/Exploration ); précédent : 006195; suivant : 006197

Rethinking Language Models Within the Framework of Dynamic Bayesian Networks

Auteurs : Murat Deviren [France] ; Khalid Daoudi [France] ; Kamel Smaïli [France]

Source :

Lecture Notes in Computer Science [ 0302-9743 ]

RBID : ISTEX:E692E17DEBBF885A77D0F89D43D06FFFB7377D88

Descripteurs français

Pascal (Inist)
- Architecture basée modèle, Complexité calcul, Intelligence artificielle, Linguistique, Modèle donnée, Modèle dynamique, Modélisation, Philosophie, Réseau Bayes.
Wicri :
- topic : Intelligence artificielle, Linguistique, Philosophie.

English descriptors

KwdEn :
- Artificial intelligence, Bayes network, Computational complexity, Data models, Dynamic model, Linguistics, Model driven architecture, Modeling, Philosophy.

Abstract

Abstract: We present a new approach for language modeling based on dynamic Bayesian networks. The philosophy behind this architecture is to learn from data the appropriate relations of dependency between the linguistic variables used in language modeling process. It is an original and coherent framework that processes words and classes in the same model. This approach leads to new data-driven language models capable of outperforming classical ones, sometimes with lower computational complexity. We present experiments on a small and medium corpora. The results show that this new technique is very promising and deserves further investigations.

Url:

https://api.istex.fr/ark:/67375/HCB-5ZWF901Q-C/fulltext.pdf

DOI: 10.1007/11424918_47

Affiliations:

Le document en format XML

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Rethinking Language Models Within the Framework of Dynamic Bayesian Networks

Rethinking Language Models Within the Framework of Dynamic Bayesian Networks

Source :

Descripteurs français

English descriptors

Abstract

Links toward previous steps (curation, corpus...)

Le document en format XML

Pour manipuler ce document sous Unix (Dilib)

Pour mettre un lien sur cette page dans le réseau Wicri

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