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1
Neural approach for Arabic sentiment analysis ; Une approche neuronale pour l’analyse d’opinions en arabe
Barhoumi, Amira. - : HAL CCSD, 2020
In: https://tel.archives-ouvertes.fr/tel-03084468 ; Informatique et langage [cs.CL]. Université du Maine; Université de Sfax (Tunisie), 2020. Français. ⟨NNT : 2020LEMA1022⟩ (2020)
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2
Sequential decision strategies for machine interpretation of speech
In: http://lia.univ-avignon.fr/fileadmin/documents/Users/Intranet/chercheurs/bechet/publifred/FB_2007_IEEE_TASLP.pdf (2007)
Abstract: Abstract—Recognition errors made by automatic speech recognition (ASR) systems may not prevent the development of useful dialogue applications if the interpretation strategy has an introspection capability for evaluating the reliability of the results. This paper proposes an interpretation strategy which is particularly effective when applications are developed with a training corpus of moderate size. From the lattice of word hypotheses generated by an ASR system, a short list of conceptual structures is obtained with a set of finite state machines (FSM). Interpretation or a rejection decision is then performed by a tree-based strategy. The nodes of the tree correspond to elaboration-decision units containing a redundant set of classifiers. A decision tree based and two large margin classifiers are trained with a development set to become interpretation knowledge sources. Discriminative training of the classifiers selects linguistic and confidence-based features for contributing to a cooperative assessment of the reliability of an interpretation. Such an assessment leads to the definition of a limited number of reliability states. The probability that a proposed interpretation is correct is provided by its reliability state and transmitted to the dialogue manager. Experimental results are presented for a telephone service application. Index Terms—Confidence measures, decision strategy, speech recognition, spoken dialogue systems, spoken language understanding. I.
URL: http://lia.univ-avignon.fr/fileadmin/documents/Users/Intranet/chercheurs/bechet/publifred/FB_2007_IEEE_TASLP.pdf
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.323.5878
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3
Semantic interpretation with error correction
In: http://lia.univ-avignon.fr/fileadmin/documents/Users/Intranet/chercheurs/bechet/publifred/FB_2005_ICASSP.pdf (2005)
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4
Automatic customer feedback processing: alarm detection in open question spoken messages
In: http://lia.univ-avignon.fr/fileadmin/documents/Users/Intranet/chercheurs/bechet/publifred/FB_2008_INTERSPEECH_3.pdf
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5
ON THE USE OF MACHINE TRANSLATION FOR SPOKEN LANGUAGE UNDERSTANDING PORTABILITY
In: http://www-lium.univ-lemans.fr/%7Eservan/publications/Servan_ICASSP2010.pdf
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6
Automatic customer feedback processing: alarm detection in open question spoken messages
In: http://lia.univ-avignon.fr/fileadmin/documents/Users/Intranet/fich_art/Camelin_Interspeech_2008.pdf
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