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Habilitation à diriger des recherches

Contribution à l'analyse des signaux et à leur classification. Applications aux Technologies pour la Santé, au maintien à domicile de la personne fragile et à l'analyse du comportement humain.

Abstract : Data are everywhere. Voluntarily or not, they are given by the user to different companies or institutions. Improvement in computing power allows now to use more efficiently these huge quantities of data. It stimulated the creation of different applications and one of them is related to healthcare technologies and well-being. This habilitation describes the work that have been done these last years on human behavior analysis and activity recognition, from different sensors, to propose applications such as rehabilitation, health and well-being evaluation, profiling of person to adapt the automation of the environment, and also activity estimation from smartphone and video sensors. Organized in three different parts, this habilitation focuses first on the analysis of automation of the human body and the measurement of some movements. With this, solutions allowing the evaluation of the person and offering real-time feedbacks (to correct a posture or a movement) are drawn. The second part focuses on the recognition of the person and of his actions, with application for instance to early recognition of actions. In this part are investigated incremental and on-line classification techniques to improve the recognition rates but also to reduce the constraints in learning stage. Finally, the last part presents the recognition of activities in smart homes, with a final application to create user profiles in automated habitations.
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https://tel.archives-ouvertes.fr/tel-02080185
Contributor : Anthony Fleury <>
Submitted on : Tuesday, March 26, 2019 - 3:09:47 PM
Last modification on : Friday, October 23, 2020 - 4:52:21 PM
Long-term archiving on: : Thursday, June 27, 2019 - 6:40:37 PM

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  • HAL Id : tel-02080185, version 1

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Anthony Fleury. Contribution à l'analyse des signaux et à leur classification. Applications aux Technologies pour la Santé, au maintien à domicile de la personne fragile et à l'analyse du comportement humain.. Traitement du signal et de l'image [eess.SP]. Université de Lille, 2019. ⟨tel-02080185⟩

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