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Publications (10)
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 representation of home automation system and to update continuously its behavior to the user's one. T...
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 representation of home automation system and to update continuously its behavior to the user's one. T...
Les habitats intelligents, résultants de la convergence de la domotique, de l'informatique ubiquitaire et de l'intelligence artificielle, assistent leurs habitants dans les situations du quotidien pour améliorer leur qualité de vie.En permettant aux personnes dépendantes et âgées de rester à domicile plus longtemps, ces habitats permettent de fourn...
In smart homes, prediction and decision are often defined a priori and require tuning from the user, which can be tedious, and complex. However, these smart homes have the ability to analyze the user's behavior so as to adapt their decisions automatically. We present a preliminary study that tests a voice based decision system in the home, which is...
Dans les habitats intelligents, les prédictions et décisions qui sont souvent faites a priori nécessitent de la part de l'utilisateur une configuration qui peut être complexe et fastidieuse. Ces habitats ont pourtant des capacités de perception requises pour analyser le comportement de l'uti-lisateur et modifier ses décisions automatiquement. Nous...
This paper presents the use of a model which mixes logical knowledge and statistical inference to recognize Activities of Daily Living (ADL) from sensors in a smart home. This model called Markov Logic Network (MLN) has different implementations and we propose to compare three of them, from the widely used Alchemy to the new generic framework DeepD...
