Tensor Modification of Orthogonal Matching Pursuit Based Classifier in Human Activity Recognition
作者： Pavel Dohnálek , Petr Gajdoš , Tomáš Peterek
DOI: 10.1007/978-3-319-00542-3_49
关键词:
摘要: Human physical activity monitoring is a relatively new problem drawing much attention over the last years due to its wide application in medicine, homecare systems, prisoner etc. This paper presents Orthogonal Matching Pursuit as method for recognition and proposes modification that significantly increases accuracy. Both methods show promising results both total differentiation between certain activities even without necessity of prior data preprocessing. The were tested on raw sensor data.
springer.com
sci-hub.st 参考文章(17)
Thomas Blumensath, Mike E. Davies, On the Difference Between Orthogonal Matching Pursuit and Orthogonal Least Squares TechReport. ,(2007)
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
Bo Wei, Mingrui Yang, Rajib Kumar Rana, Chun Tung Chou, Wen Hu, None, Distributed sparse approximation for frog sound classification information processing in sensor networks. pp. 105- 106 ,(2012) , 10.1145/2185677.2185699
David Naranjo-Hernandez, L. M. Roa, J. Reina-Tosina, M. A. Estudillo-Valderrama, SoM: A Smart Sensor for Human Activity Monitoring and Assisted Healthy Ageing IEEE Transactions on Biomedical Engineering. ,vol. 59, pp. 3177- 3184 ,(2012) , 10.1109/TBME.2012.2206384
Wei‐Yin Loh, Classification and regression trees Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery. ,vol. 1, pp. 14- 23 ,(2011) , 10.1002/WIDM.8
Attila Reiss, Didier Stricker, Introducing a New Benchmarked Dataset for Activity Monitoring international symposium on wearable computers. pp. 108- 109 ,(2012) , 10.1109/ISWC.2012.13
D. Kelly, B. Caulfield, An investigation into non-invasive physical activity recognition using smartphones international conference of the ieee engineering in medicine and biology society. ,vol. 2012, pp. 3340- 3343 ,(2012) , 10.1109/EMBC.2012.6346680
Shih-Wei Lin, Shih-Chieh Chen, Parameter determination and feature selection for C4.5 algorithm using scatter search approach Soft Computing. ,vol. 16, pp. 63- 75 ,(2012) , 10.1007/S00500-011-0734-Z
Attila Reiss, Didier Stricker, Creating and benchmarking a new dataset for physical activity monitoring pervasive technologies related to assistive environments. pp. 40- ,(2012) , 10.1145/2413097.2413148
J Pärkkä, L Cluitmans, M Ermes, Personalization Algorithm for Real-Time Activity Recognition Using PDA, Wireless Motion Bands, and Binary Decision Tree international conference of the ieee engineering in medicine and biology society. ,vol. 14, pp. 1211- 1215 ,(2010) , 10.1109/TITB.2010.2055060