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Volumn , Issue , 2016, Pages 1488-1492

A Deep Learning Approach to Human Activity Recognition Based on Single Accelerometer

Author keywords

convolution kernel; deep architecture; human activity recognition; tri Axial acceleration signal

Indexed keywords

CONVOLUTION; CYBERNETICS; FEATURE EXTRACTION; NETWORK ARCHITECTURE;

EID: 84964555778     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/SMC.2015.263     Document Type: Conference Paper
Times cited : (335)

References (23)
  • 1
    • 78751538781 scopus 로고    scopus 로고
    • A naturalistic 3D acceleration-based activity dataset & benchmark evaluations
    • Yang Xue, and Lianwen Jin, "A naturalistic 3D acceleration-based activity dataset & benchmark evaluations, " Systems, Man and Cybernetics, pp. 4081-4085, 2010.
    • (2010) Systems, Man and Cybernetics , pp. 4081-4085
    • Xue, Y.1    Jin, L.2
  • 2
    • 35048842427 scopus 로고    scopus 로고
    • Activity recognition from userannotated acceleration data
    • Ling Bao, and Stephen S. Intille, "Activity recognition from userannotated acceleration data, " Pervasive computing, pp. 1-17, 2004.
    • (2004) Pervasive Computing , pp. 1-17
    • Bao, L.1    Intille, S.S.2
  • 3
    • 80054964826 scopus 로고    scopus 로고
    • Activity recognition using cell phone accelerometers
    • Jennifer R. Kwapisz, Gary M. Weiss, and Samuel A. Moore, "Activity recognition using cell phone accelerometers, " ACM SigKDD Explorations Newsletter, Vol. 12, No. 2, pp. 74-82, 2011.
    • (2011) ACM SigKDD Explorations Newsletter , vol.12 , Issue.2 , pp. 74-82
    • Kwapisz, J.R.1    Weiss, G.M.2    Moore, S.A.3
  • 4
    • 84881311778 scopus 로고    scopus 로고
    • A survey on human activity recognition using wearable sensors
    • Oscar D. Lara, and Miguel A. Labrador, "A survey on human activity recognition using wearable sensors, " Communications Surveys & Tutorials, Vol. 15, No. 3, pp. 1192-1209, 2013.
    • (2013) Communications Surveys & Tutorials , vol.15 , Issue.3 , pp. 1192-1209
    • Lara, O.D.1    Labrador, M.A.2
  • 5
    • 57849153571 scopus 로고    scopus 로고
    • Activity recognition from acceleration data using AR model representation and SVM
    • Zhenyu He, and Lianwen Jin, "Activity recognition from acceleration data using AR model representation and SVM, " International Conference on Machine Learning and Cybernetics, Vol. 4, pp. 2245-2250, 2008.
    • (2008) International Conference on Machine Learning and Cybernetics , vol.4 , pp. 2245-2250
    • He, Z.1    Jin, L.2
  • 6
    • 84964443497 scopus 로고    scopus 로고
    • Activity recognition from acceleration data based on discrete consine transform and SVM
    • Zhenyu He, and Lianwen Jin, "Activity recognition from acceleration data based on discrete consine transform and SVM, " Systems, Man and Cybernetics, pp. 5186-5189, 2009.
    • (2009) Systems, Man and Cybernetics , pp. 5186-5189
    • He, Z.1    Jin, L.2
  • 8
    • 84865789171 scopus 로고    scopus 로고
    • Centinela: A human activity recognition system based on acceleration and vital sign data
    • Oscar D. Lara, Perez Alfredo J., Labrador Miguel A., Posada Jose D., "Centinela: A human activity recognition system based on acceleration and vital sign data, " Pervasive and mobile computing, Vol. 8, No. 5, pp. 717-729 , 2012.
    • (2012) Pervasive and Mobile Computing , vol.8 , Issue.5 , pp. 717-729
    • Lara, O.D.1    Perez, A.J.2    Labrador, M.A.3    Posada, J.D.4
  • 9
    • 77954577073 scopus 로고    scopus 로고
    • Weightlessness feature-A novel feature for single tri-Axial accelerometer based activity recognition
    • Zhenyu He, Zhibin Liu, Lianwen Jin, Li-Xin Zhen, Jian-Cheng, Huang, "Weightlessness feature-A novel feature for single tri-Axial accelerometer based activity recognition, " International Conference on Pattern Recognition, pp. 1-4, 2008.
    • (2008) International Conference on Pattern Recognition , pp. 1-4
    • He, Z.1    Liu, Z.2    Jin, L.3    Zhen, L.4    Huang, J.5
  • 12
    • 30744462795 scopus 로고    scopus 로고
    • Activity classification using realistic data from wearable sensors, " Information Technology in Biomedicine
    • Juha Parkka, et al., "Activity classification using realistic data from wearable sensors, " Information Technology in Biomedicine, IEEE Transactions, Vol. 10, No. 1 , pp. 119-128, 2006.
    • (2006) IEEE Transactions , vol.10 , Issue.1 , pp. 119-128
    • Parkka, J.1
  • 13
    • 84906814157 scopus 로고    scopus 로고
    • A study on human activity recognition using accelerometer data from smartphones
    • Akram Bayat, Marc Pomplun, and Duc A. Tran, "A study on human activity recognition using accelerometer data from smartphones, " Procedia Computer Science, Vol. 34, pp. 450-457, 2014.
    • (2014) Procedia Computer Science , vol.34 , pp. 450-457
    • Bayat, A.1    Pomplun, M.2    Tran, D.A.3
  • 14
    • 84908459246 scopus 로고    scopus 로고
    • Machine learning for activity recognition: Hip versus wrist data
    • Stewart G. Trost, Yonglei Zheng, and Weng-Keen Wong, "Machine learning for activity recognition: hip versus wrist data, " Physiological measurement, Vol. 35, No. 11, pp. 2183-2189, 2014.
    • (2014) Physiological Measurement , vol.35 , Issue.11 , pp. 2183-2189
    • Trost, S.G.1    Zheng, Y.2    Wong, W.3
  • 15
    • 61849168968 scopus 로고    scopus 로고
    • Context-Aware mobile health monitoring: Evaluation of different pattern recognition methods for classification of physical activity
    • Luciana C. Jatoba, Ulrich Grobmann, Chistophe Kunze, Jorg Ottenbacher, and Wilhelm Stork, "Context-Aware mobile health monitoring: Evaluation of different pattern recognition methods for classification of physical activity, " Engineering in Medicine and Biology Society, pp. 5250-5253, 2008.
    • (2008) Engineering in Medicine and Biology Society , pp. 5250-5253
    • Jatoba, L.C.1    Grobmann, U.2    Kunze, C.3    Ottenbacher, J.4    Stork, W.5
  • 16
    • 54249124900 scopus 로고    scopus 로고
    • Online classifier construction algorithm for human activity detection using a tri-Axial accelerometer
    • Yen-Ping Chen, Jhun-Ying Yang, Shun-Nan Liou, Gwo-Yun Lee, Jeen-Shing Wang, "Online classifier construction algorithm for human activity detection using a tri-Axial accelerometer, " Applied Mathematics and Computation, Vol. 205, No. 2, pp. 849-860 , 2008.
    • (2008) Applied Mathematics and Computation , vol.205 , Issue.2 , pp. 849-860
    • Chen, Y.1    Yang, J.2    Liou, S.3    Lee, G.4    Wang, J.5
  • 17
    • 61849097265 scopus 로고    scopus 로고
    • Advancing from offline to online activity recognition with wearable sensors
    • Miikka Ermes, Juha Parkka, and Luc Cluitmans, "Advancing from offline to online activity recognition with wearable sensors, " Engineering in Medicine and Biology Society, pp. 4451-4454, 2008.
    • (2008) Engineering in Medicine and Biology Society , pp. 4451-4454
    • Ermes, M.1    Parkka, J.2    Cluitmans, L.3
  • 19
    • 70350359654 scopus 로고    scopus 로고
    • Human daily activity recognition in robot-Assisted living using multi-sensor fusion
    • Chun Zhu, and Weihua Sheng, "Human daily activity recognition in robot-Assisted living using multi-sensor fusion, " International Conference on Robotics and Automation, pp. 2154-2159, 2009.
    • (2009) International Conference on Robotics and Automation , pp. 2154-2159
    • Zhu, C.1    Sheng, W.2
  • 20
    • 80052961552 scopus 로고    scopus 로고
    • Semi-Markov conditional random fields for accelerometer-based activity recognition
    • Sungyoung Lee, et al., "Semi-Markov conditional random fields for accelerometer-based activity recognition, " Applied Intelligence, Vol. 35, No. 2, pp. 226-241, 2011.
    • (2011) Applied Intelligence , vol.35 , Issue.2 , pp. 226-241
    • Lee, S.1
  • 22
    • 85032751458 scopus 로고    scopus 로고
    • Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups
    • Geoffrey Hinton, et al, "Deep neural networks for acoustic modeling in speech recognition: The shared views of four research groups, " Signal Processing Magazine, Vol. 29, No. 6, pp. 82-97 , 2012.
    • (2012) Signal Processing Magazine , vol.29 , Issue.6 , pp. 82-97
    • Hinton, G.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.