Inferring Availability for Communication in Smart Homes Using Context

Julien Cumin 1, 2 Grégoire Lefebvre 1 Fano Ramparany 1 James L. Crowley 2
2 PERVASIVE - Interaction située avec les objets et environnements intelligents
Inria Grenoble - Rhône-Alpes, LIG - Laboratoire d'Informatique de Grenoble, Grenoble INP - Institut polytechnique de Grenoble - Grenoble Institute of Technology, UGA - Université Grenoble Alpes
Abstract : This paper presents a technique for inferring the availability of people to receive communications based on their current situation. This technique uses a context model that associates situations with learned preferences for communications. Situations are represented as a tuple composed of identity, time, place, activity, correspondent, and communication modality. A place-based activity recognition technique is used to recognize the current activity from sensor data. Availability for communications is learned from history of the occupant's preferences of availability for each situation. The system is demonstrated using a dataset of availability preferences recorded from the occupant of an instrumented apartment over a period of 4 weeks. Performance of the system is compared under various assumptions of independence of availability from some of the context elements. The paper is completed with a discussion of how such techniques can be used to construct an intelligent communications assistant for smart home services.
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Submitted on : Monday, April 9, 2018 - 4:25:58 PM
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  • HAL Id : hal-01762137, version 1



Julien Cumin, Grégoire Lefebvre, Fano Ramparany, James L. Crowley. Inferring Availability for Communication in Smart Homes Using Context. PerCom 2018 - IEEE International Conference on Pervasive Computing and Communications, Mar 2018, Athènes, Greece. pp.1-6. ⟨hal-01762137⟩



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