End-to-End Spoken Language Understanding: Performance analyses of a voice command task in a low resource setting

Autor: Thierry Desot, François Portet, Michel Vacher

Spoken Language Understanding (SLU) is a core task in most human-machine interaction systems. With the emergence of smart homes, smart phones and smart speakers, SLU has become a key technology for the industry. In a classical SLU approach, an Automa

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2d76b3435157ae63a3a457691da7c2c7
http://arxiv.org/abs/2207.08179

Arcades: A deep model for adaptive decision making in voice controlled smart-home

Autor: Michel Vacher, Alexis Brenon, François Portet

Publikováno v: Pervasive and Mobile Computing
Pervasive and Mobile Computing, Elsevier, 2018, 49, pp.92-110. ⟨10.1016/j.pmcj.2018.06.011⟩

In a voice-controlled smart-home, a controller must respond not only to user's requests but also according to the interaction context. This paper describes Arcades, a system which uses deep reinforcement learning to extract context from a graphical r

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::bc45d5ecb3c8c458d18aa290e4b1b24b
https://doi.org/10.1016/j.pmcj.2018.06.011

Towards End-to-End spoken intent recognition in smart home

Autor: Thierry Desot, Michel Vacher, François Portet

Publikováno v: SpeD 2019 – The 10th Conference on Speech Technology and Human Computer Dialogue
SpeD 2019 – The 10th Conference on Speech Technology and Human Computer Dialogue, Oct 2019, Timisoara, Romania. pp.1-8
2019 10TH INTERNATIONAL CONFERENCE ON SPEECH TECHNOLOGY AND HUMAN-COMPUTER DIALOGUE (SPED)
SpeD
HAL

International audience; Voice based interaction in a smart home has become a feature of many industrial products. These systems react to voice commands, whether it is for answering a question, providing music or turning on the lights. To be efficient

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::46cc856fcbfb3bbfdf021549baebf8d4
https://hal.archives-ouvertes.fr/hal-02316743/document

Learning Natural Language Understanding Systems from Unaligned Labels for Voice Command in Smart Homes

Autor: Michel Vacher, Anastasiia Mishakova, François Portet, Thierry Desot

Publikováno v: PerCom Workshops
The 1st International Workshop on Pervasive Computing and Spoken Dialogue Systems Technology (PerDial 2019)
The 1st International Workshop on Pervasive Computing and Spoken Dialogue Systems Technology (PerDial 2019), Mar 2019, Kyoto, Japan
HAL

International audience; Voice command smart home systems have become a target for the industry to provide more natural human computer interaction. To interpret voice command, systems must be able to extract the meaning from natural language; this tas

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e1437fcf5dee81fa45025c2ce5811a6c
https://doi.org/10.1109/percomw.2019.8730721

Cher 'Machin', je t'écris… : Recueil

Autor: Michel Vacher

Imaginez que vous puissiez écrire des lettres de réclamation à votre chat, votre ordinateur, dame Nature, votre orangeade, votre plumard… Et que ceux-ci vous répondent!C'est tout le charme de ce petit recueil qui, avec humour et décalage, vous