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Online motion recognition using an accelerometer in a mobile device
Authors:D. FuentesL. Gonzalez-Abril  C. AnguloJ.A. Ortega
Affiliation:a Computer Languages and Systems Dept., University of Seville, 41012 Seville, Spain
b Applied Economics I Dept., University of Seville, 41018 Seville, Spain
c Technical Research Centre for Dependency Care and Autonomous Living - CETpD., Universitat Politécnica de Catalunya, 08034 Vilanova i la Geltru, Spain
Abstract:This paper introduces a new method to implement a motion recognition process using a mobile phone fitted with an accelerometer. The data collected from the accelerometer are interpreted by means of a statistical study and machine learning algorithms in order to obtain a classification function. Then, that function is implemented in a mobile phone and online experiments are carried out. Experimental results show that this approach can be used to effectively recognize different human activities with a high-level accuracy.
Keywords:Features extraction   Pattern recognition   SVM
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