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Towards predicting frailty symptoms through a smart walking stick

Kessentini, Oussama and Dalce, Rejane and Megdiche Bousarsar, Imen and Bastide, Rémi Towards predicting frailty symptoms through a smart walking stick. (2018) In: IFIP/IEEE International Conference on Performance Evaluation and Modeling in Wired and Wireless Networks (PEMWN 2018), 26 September 2018 - 28 September 2018 (Toulouse, France).

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Official URL: https://doi.org/10.23919/PEMWN.2018.8548901

Abstract

A warning sign of frailty is imbalance. Psycho-motor therapists run tests to evaluate the balance deterioration but not often enough to track the rapidly changing condition of the elderly. The proposed system collects fine-grained data from a smart cane and processes them with Machine Learning (ML) techniques. The originality of our proposition lies in its personalization by the elderly biomarkers in ML algorithms. Our experiments indicate that we can observe the orientation of locomotion through the cane as well as recognize characteristics of specific participants ambulation in the uncontrolled scenario.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org This papers appears in Proceedings of PEMWN 2018. Electronic ISBN: 978-3-9031-7610-2 The original PDF of the article can be found at: https://ieeexplore.ieee.org/document/8548901 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Université de Toulouse > Institut National Universitaire Champollion - INU (FRANCE)
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Deposited By: IRIT IRIT
Deposited On:28 May 2019 09:45

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