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Yannick Estève

Professor in Computer Science - Head of LIA - Avignon University
36
Documents
Identifiants chercheurs

Présentation

My main research interests are speech and language processing. I have studied Computer Science (Licence and Master's degree) at the Faculty of Sciences of Luminy (Marseille, France). I obtained my PhD on 2002, under the direction of Pr. Renato De Mori, at the Computer Science Labs (LIA) of the University of Avignon (Avignon, France), in association with France Telecom R&D (FTRD, now Orange Labs). I have worked since June 2002 with FTRD as a research engineer, then as a post-doctoral researcher until August 2003. Then, I have worked until 2018 at the Computer Science Labs (LIUM) of the University of Le Mans (France), from September 2003 as an associate professor, becoming a full professor in 2010. I have headed the [LIUM](https://lium.univ-lemans.fr/en/) from 2012 to 2016 and was a co-founder of the Language and Speech Technology (LST) team of this lab. From 2015 to 2018, I was also the head of the Claude Chappe Informatics Institute that coordinates research, teaching, and innovation activities on computer science at the University of Le Mans. In 2018, I moved to the Computer Science Labs of Avignon (LIA) at the University of Avignon. In May 2020, I became the head of [LIA](https://lia.univ-avignon.fr/en/). My current research activities focus on spoken language understanding, speech translation, speech analytics, speech recognition, deep neural networks, word embeddings, hidden representation. Currently , I am leading the E-SSL project funded by the ANR (French Research Agency) on efficient self supervised learning for speech processing, and I am the LIA scientific responsible in the H2020 SELMA project focusing on transfer learning and user feedback for speech and language processing.

Domaines de recherche


Publications

nathalie-camelin
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Impact Analysis of the Use of Speech and Language Models Pretrained by Self-Supersivion for Spoken Language Understanding

Salima Mdhaffar , Valentin Pelloin , Antoine Caubrière , Gaëlle Laperrière , Sahar Ghannay
LREC 2022, Jun 2022, Marseille, France
Communication dans un congrès hal-03706925v1
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Le benchmark MEDIA revisité : données, outils et évaluation dans un contexte d'apprentissage profond

Gaëlle Laperrière , Valentin Pelloin , Antoine Caubrière , Salima Mdhaffar , Nathalie Camelin
XXXIVe Journées d'Études sur la Parole -- JEP 2022, Jun 2022, île de Noirmoutier, France
Communication dans un congrès hal-03770588v1
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The Spoken Language Understanding MEDIA Benchmark Dataset in the Era of Deep Learning: data updates, training and evaluation tools

Gaëlle Laperrière , Valentin Pelloin , Antoine Caubrière , Salima Mdhaffar , Nathalie Camelin
LREC 2022, Jun 2022, Marseille, France
Communication dans un congrès hal-03706938v1

End2End Acoustic to Semantic Transduction

Valentin Pelloin , Nathalie Camelin , Antoine Laurent , Renato de Mori , Antoine Caubrière
ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun 2021, Toronto, ON, Canada. ⟨10.1109/ICASSP39728.2021.9413581⟩
Communication dans un congrès hal-03128163v1
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A Multimodal Educational Corpus of Oral Courses: Annotation, Analysis and Case Study

Salima Mdhaffar , Yannick Estève , Antoine Laurent , Nicolas Hernandez , Richard Dufour
LREC, May 2020, Marseille, France
Communication dans un congrès hal-02496700v1

Plongements lexicaux spécifiques à la langue arabe : application à l'analyse d'opinions

Amira Barhoumi , Nathalie Camelin , Chafik Aloulou , Yannick Estève , Lamia Hadrich Belguith
26e conférence sur le Traitement Automatique des Langues Naturelles (TALN 2019), Jul 2019, Toulouse, France. pp.381-390
Communication dans un congrès hal-02567780v1
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Curriculum-based transfer learning for an effective end-to-end spoken language understanding and domain portability

Antoine Caubrière , Natalia Tomashenko , Antoine Laurent , Emmanuel Morin , Nathalie Camelin
20th Annual Conference of the International Speech Communication Association (InterSpeech), Sep 2019, Graz, Austria. pp.1198-1202, ⟨10.21437/interspeech.2019-1832⟩
Communication dans un congrès hal-02304597v1

An Empirical Evaluation of Arabic-Specific Embeddings for Sentiment Analysis

Amira Barhoumi , Nathalie Camelin , Chafik Aloulou , Yannick Estève , Lamia Hadrich Belguith
International Conference on Arabic Language Processing, Oct 2019, Nancy, France. pp.34-48, ⟨10.1007/978-3-030-32959-4_3⟩
Communication dans un congrès hal-02320120v1
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Simulation d'erreurs de reconnaissance automatique dans un cadre de compréhension de la parole

Edwin Simonnet , Sahar Ghannay , Nathalie Camelin , Yannick Estève
XXXIIe Journées d'Etudes sur la Parole (JEP 2018), Jun 2018, Aix-en-Provence, France
Communication dans un congrès hal-01757770v1
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Simulating ASR errors for training SLU systems

Edwin Simonnet , Sahar Ghannay , Nathalie Camelin , Yannick Estève
LREC 2018, May 2018, Miyazaki, Japan
Communication dans un congrès hal-01715923v1
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Arabic Sentiment analysis: an empirical study of machine translation's impact

Amira Barhoumi , Chafik Aloulou , Nathalie Camelin , Yannick Estève , Lamia Belguith
LANGUAGE PROCESSING AND KNOWLEDGE MANAGEMENT INTERNATIONAL CONFERENCE (LPKM2018), Oct 2018, Sfax, Tunisia
Communication dans un congrès hal-02042313v1
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Des représentations continues de mots pour l'analyse d'opinions en arabe: une étude qualitative

Amira Barhoumi , Nathalie Camelin , Yannick Estève
25e conférence sur le Traitement Automatique des Langues Naturelles (TALN 2018), May 2018, Rennes, France
Communication dans un congrès hal-01757776v2

FrNewsLink : a corpus linking TV Broadcast News Segments and Press Articles

Nathalie Camelin , Géraldine Damnati , Abdessalam Bouchekif , Anaïs Landeau , Delphine Charlet
LREC - Language Resources Evaluation Conference, May 2018, Miyazaki, Japan
Communication dans un congrès hal-01741177v1

Task Specific Sentence Embeddings for ASR Error Detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin
Interspeech 2018, Sep 2018, Hyderabad, India. ⟨10.21437/Interspeech.2018-2211⟩
Communication dans un congrès hal-01870864v1

Représentations de phrases dans un espace continu spécifiques à la tâche de détection d'erreurs

Sahar Ghannay , Yannick Estève , Nathalie Camelin
XXXIIe Journées d'Etudes sur la Parole (JEP 2018), Jun 2018, Aix-en-Provence, France
Communication dans un congrès hal-01757774v1
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Enriching confusion networks for post-processing

Sahar Ghannay , Yannick Estève , Nathalie Camelin
Statistical Language and Speech Processing 2017, Oct 2017, Le Mans, France
Communication dans un congrès hal-01585768v1
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Evaluating Automatic Topic Segmentation as a Segment Retrieval Task

Abdessalam Bouchekif , Delphine Charlet , Géraldine Damnati , Nathalie Camelin , Yannick Estève
Interspeech 2017, Aug 2017, Stockholm, Sweden. pp.2924 - 2928, ⟨10.21437/Interspeech.2017-1231⟩
Communication dans un congrès hal-01585769v1
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ASR error management for improving spoken language understanding

Edwin Simonnet , Sahar Ghannay , Nathalie Camelin , Yannick Estève , Renato de Mori
Interspeech 2017, Aug 2017, Stockholm, Sweden
Communication dans un congrès hal-01526298v1

Utilisation des représentations continues des mots et des paramètres prosodiques pour la détection d’erreurs dans les transcriptions automatiques de la parole

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Camille Dutrey , Fabian Santiago
31ème Journées d’Études sur la Parole, 2016, Paris, France
Communication dans un congrès hal-01450277v1

Recent improvements on error detection for automatic speech recognition

Yannick Estève , Sahar Ghannay , Nathalie Camelin
1st International Workshop on Multimodal Media Data Analytics (MMDA 2016), in Conjunction with the 22nd European Conference on Artificial Intelligence, 2016, The Hague The, Netherlands
Communication dans un congrès hal-01433168v1

Evaluation of acoustic word embeddings

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Paul Deléglise
RepEval@ACL 2016: The 1st Workshop on Evaluating Vector-Space Representations for NLP, 2016, Berlin, Germany
Communication dans un congrès hal-01433181v1

Acoustic word embeddings for ASR error detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Paul Deléglise
Interspeech 2016, 2016, San Francisco (CA, USA), Unknown Region
Communication dans un congrès hal-01433176v1

Title assignment for automatic topic segments in TV Broadcast News

Abdessalam Bouchekif , Géraldine Damnati , Delphine Charlet , Nathalie Camelin , Yannick Estève
41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), 2016, Shangai, China
Communication dans un congrès hal-01433186v1

Word embedding evaluation and combination

Sahar Ghannay , Benoit Favre , Yannick Estève , Nathalie Camelin
10th edition of the Language Resources and Evaluation Conference (LREC 2016), 2016, Portorož, Slovenia
Communication dans un congrès hal-01433185v1
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Des Réseaux de Neurones avec Mécanisme d’Attention pour la Compréhension de la Parole

Edwin Simonnet , Paul Deléglise , Nathalie Camelin , Yannick Estève
31ème Journées d’Études sur la Parole, 2016, Paris, France
Communication dans un congrès hal-01433191v1
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Exploring the use of Attention-Based Recurrent Neural Networks For Spoken Language Understanding

Edwin Simonnet , Nathalie Camelin , Paul Deléglise , Yannick Estève
Machine Learning for Spoken Language Understanding and Interaction NIPS 2015 workshop (SLUNIPS 2015), 2015, Montreal, Canada
Communication dans un congrès hal-01433202v1

Which ASR errors are hard to detect?

Sahar Ghannay , Nathalie Camelin , Yannick Estève
Workshop Errors by Humans and Machines in multimedia, multimodal and multilingual data processing (ERRARE 2015), 2015, Sinaia, Romania
Communication dans un congrès hal-01433201v1

Word embeddings combination and neural networks for robustness in ASR error detection

Sahar Ghannay , Yannick Estève , Nathalie Camelin
2015 European Signal Processing Conference (EUSIPCO 2015), 2015, Nice, France
Communication dans un congrès hal-01433210v1

Combining continous word representation and prosodic features for ASR error prediction

Sahar Ghannay , Yannick Estève , Nathalie Camelin , Camille Dutrey , Fabian Santiago
3rd International Conference on Statistical Language and Speech Processing (SLSP 2015), 2015, Budapest, Hungary
Communication dans un congrès hal-01433203v1

Diachronic Semantic Cohesion for Topic Segmentation of TV Broadcast News

Abdessalam Bouchekif , Geraldine Damnati , Yannick Estève , Delphine Charlet , Nathalie Camelin
Interspeech 2015, 2015, Dresden, Germany
Communication dans un congrès hal-01450370v1

Segmentation et titrage automatique de journaux télévisés

Abdessalam Bouchekif , Géraldine Damnati , Nathalie Camelin , Yannick Estève , Delphine Charlet
Conférence sur le Traitement Automatique des Langues Naturelles (TALN), 2015, Caen, France
Communication dans un congrès hal-01433208v1

An investigation of single-pass ASR system combination for Spoken Language Understanding

Fethi Bougares , Mickael Rouvier , Nathalie Camelin , Paul Deléglise , Yannick Estève
1st International Conference on Statistical Language and Speech Processing (SLSP 2013), 2013, Tarragona, Spain
Communication dans un congrès hal-01433263v1

Robustesse et portabilités multilingue et multi-domaines des systèmes de compréhension de la parole : les corpus du projet PortMedia

Fabrice Lefèvre , Djamel Mostefa , Laurent Besacier , Yannick Estève , Matthieu Quignard
Actes de la conférence conjointe JEP-TALN-RECITAL 2012, volume 1: JEP, 2012, Grenoble, France. pp.779--786
Communication dans un congrès hal-01194257v1
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Leveraging study of robustness and portability of spoken language understanding systems across languages and domains: the PORTMEDIA corpora

Fabrice Lefèvre , Djamel Mostefa , Laurent Besacier , Yannick Estève , Matthieu Quignard
The International Conference on Language Resources and Evaluation, May 2012, Istanbul, Turkey
Communication dans un congrès hal-00683433v1