A complete understanding speech system based on semantic concepts

Salma Jamoussi; Kamel Smaïli; Dominique Fohr; Jean-Paul Haton

inria-00100086, version 1

A complete understanding speech system based on semantic concepts

Salma Jamoussi ()^a^, 1, Kamel Smaïli^b^, 1, Dominique Fohr ()^c^, 1, Jean-Paul Haton ()^a^, 1

4th International Conference on Language Resources and Evaluation - LREC'04 (2004) 4 p

Résumé : In this work, we present a complete speech understanding system based on our speech recognizer: ESPERE. The input signal is processed and the best sentence is then proposed to the understanding module. In our case, the understanding problem is considered as a matching process between two different languages. At the entry, the request expressed in natural language and at the output the corresponding SQL form. The SQL request is obtained after an intermediate step in which the entry is expressed in terms of concepts. A concept represents a given meaning, it is defined by a set of words sharing the same semantic properties. In this paper, we propose a new Bayesian classifier to automatically extract the underlined concepts. We also propose a new approach for vector representation of words. Then, we describe the postprocessing step during which, we label our sentences and we generate the corresponding SQL queries. We conclude our paper by describing the integration step of our understanding module in a complete platform of human-machine oral intercation.

a – UNIVERSITE HENRI POINCARE
b – UNIVERSITE NANCY 2
c – CNRS
1 : PAROLE (INRIA Lorraine - LORIA)
INRIA – CNRS : UMR7503 – Université Henri Poincaré - Nancy I – Université Nancy II – Institut National Polytechnique de Lorraine (INPL)

inria-00100086, version 1
http://hal.inria.fr/inria-00100086
oai:hal.inria.fr:inria-00100086
Contributeur : Publications Loria <>
Soumis le : Mardi 26 Septembre 2006, 10:13:59
Dernière modification le : Jeudi 28 Septembre 2006, 15:22:47

Voir la fiche détaillée

Exporter

Bibtex EndNote TEI RefWorks

%% inria-00100086, version 1
%% http://hal.inria.fr/inria-00100086
@inproceedings{jamoussi:inria-00100086,
    hal_id = {inria-00100086},
    url = {http://hal.inria.fr/inria-00100086},
    title = {{A complete understanding speech system based on semantic concepts}},
    author = {Jamoussi, Salma and Sma{\"\i}li, Kamel and Fohr, Dominique and Haton, Jean-Paul},
    abstract = {{In this work, we present a complete speech understanding system based on our speech recognizer: ESPERE. The input signal is processed and the best sentence is then proposed to the understanding module. In our case, the understanding problem is considered as a matching process between two different languages. At the entry, the request expressed in natural language and at the output the corresponding SQL form. The SQL request is obtained after an intermediate step in which the entry is expressed in terms of concepts. A concept represents a given meaning, it is defined by a set of words sharing the same semantic properties. In this paper, we propose a new Bayesian classifier to automatically extract the underlined concepts. We also propose a new approach for vector representation of words. Then, we describe the postprocessing step during which, we label our sentences and we generate the corresponding SQL queries. We conclude our paper by describing the integration step of our understanding module in a complete platform of human-machine oral intercation.}},
    keywords = {speech understanding; semantic measures; automatic extraction of concepts; clustering methods; word vector representation; bayesian networks; autoclass || compr{\'e}hension de la parole; mesures s{\'e}mantiques; extraction automatique des concepts; classification non supervis{\'e}e; repr{\'e}sentation vectorielle des mots; r{\'e}seaux bay{\'e}siens; autoclass},
    language = {Anglais},
    affiliation = {PAROLE - INRIA Lorraine - LORIA},
    booktitle = {{4th International Conference on Language Resources and Evaluation - LREC'04}},
    publisher = {none},
    pages = {4 p},
    address = {Lisbonne, Portugal},
    note = {Colloque avec actes et comit{\'e} de lecture. internationale. A04-R-316 || jamoussi04b A04-R-316 || jamoussi04b },
    audience = {internationale },
    year = {2004},
    month = May,
}

<?xml version="1.0" encoding="UTF-8"?>
<listBibl xmlns="http://www.tei-c.org/ns/1.0" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:mml="http://www.w3.org/1998/Math/MathML">
<listBibl type="inproceedings"><head>Communications avec actes</head>
<biblStruct type="inproceedings" xml:id="inria-00100086"><analytic>
<author><persName><forename>Salma</forename><surname>Jamoussi</surname></persName>
<affiliation>
<orgName type="laboratory">INRIA Lorraine - LORIA</orgName>
<orgName type="team">PAROLE</orgName>
<country>FR</country>
<orgName type="institution">INRIA</orgName>
<orgName type="institution">CNRS : UMR7503</orgName>
<orgName type="institution">Université Henri Poincaré - Nancy I</orgName>
<orgName type="institution">Université Nancy II</orgName>
<orgName type="institution">Institut National Polytechnique de Lorraine (INPL)</orgName>
</affiliation>
</author>
<author><persName><forename>Kamel</forename><surname>Smaïli</surname></persName>
<affiliation>
<orgName type="laboratory">INRIA Lorraine - LORIA</orgName>
<orgName type="team">PAROLE</orgName>
<country>FR</country>
<orgName type="institution">INRIA</orgName>
<orgName type="institution">CNRS : UMR7503</orgName>
<orgName type="institution">Université Henri Poincaré - Nancy I</orgName>
<orgName type="institution">Université Nancy II</orgName>
<orgName type="institution">Institut National Polytechnique de Lorraine (INPL)</orgName>
</affiliation>
</author>
<author><persName><forename>Dominique</forename><surname>Fohr</surname></persName>
<affiliation>
<orgName type="laboratory">INRIA Lorraine - LORIA</orgName>
<orgName type="team">PAROLE</orgName>
<country>FR</country>
<orgName type="institution">INRIA</orgName>
<orgName type="institution">CNRS : UMR7503</orgName>
<orgName type="institution">Université Henri Poincaré - Nancy I</orgName>
<orgName type="institution">Université Nancy II</orgName>
<orgName type="institution">Institut National Polytechnique de Lorraine (INPL)</orgName>
</affiliation>
</author>
<author><persName><forename>Jean-Paul</forename><surname>Haton</surname></persName>
<affiliation>
<orgName type="laboratory">INRIA Lorraine - LORIA</orgName>
<orgName type="team">PAROLE</orgName>
<country>FR</country>
<orgName type="institution">INRIA</orgName>
<orgName type="institution">CNRS : UMR7503</orgName>
<orgName type="institution">Université Henri Poincaré - Nancy I</orgName>
<orgName type="institution">Université Nancy II</orgName>
<orgName type="institution">Institut National Polytechnique de Lorraine (INPL)</orgName>
</affiliation>
</author>
<title type="main" level="a">A complete understanding speech system based on semantic concepts</title></analytic><monogr><meeting>4th International Conference on Language Resources and Evaluation - LREC'04</meeting><imprint><publisher>none</publisher><pubPlace><settlement>Lisbonne</settlement><country> Portugal</country></pubPlace><biblScope type="publicationDate">2004-05-00</biblScope><biblScope type="pp">4 p</biblScope></imprint></monogr><idno type="HALid">http://hal.inria.fr/inria-00100086</idno></biblStruct>
</listBibl>
</listBibl>