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Volumn 10, Issue 2, 2010, Pages 1154-1175

Machine learning methods for classifying human physical activity from on-body accelerometers

Author keywords

Accelerometers; Hidden Markov models; Human physical activity; Machine learning; Motion analysis; Statistical pattern recognition; Wearable sensors

Indexed keywords

AUTOMATIC CLASSIFICATION; HIDDEN MARKOV MODELS (HMMS); MACHINE LEARNING METHODS; MOTION ANALYSIS; PERVASIVE COMPUTING SYSTEMS; PHYSICAL ACTIVITY; STATISTICAL PATTERN RECOGNITION; WEARABLE SENSORS;

EID: 77950247206     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s100201154     Document Type: Article
Times cited : (637)

References (60)
  • 2
    • 0031106807 scopus 로고    scopus 로고
    • A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity
    • Bouten, C.V.C.; Koekkoek, K.T.M.; Verduin, M.; Kodde, R.; Janssen, J.D. A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity. IEEE Trans. Biomed. Eng. 1997, 44, 136-147.
    • (1997) IEEE Trans. Biomed. Eng , vol.44 , pp. 136-147
    • Bouten, C.V.C.1    Koekkoek, K.T.M.2    Verduin, M.3    Kodde, R.4    Janssen, J.D.5
  • 3
    • 2442767774 scopus 로고    scopus 로고
    • Context in problem solving: A survey
    • Brézillon, P. Context in problem solving: a survey. Knowl. Eng. Rev. 1999, 14, 47-80.
    • (1999) Knowl. Eng. Rev , vol.14 , pp. 47-80
    • Brézillon, P.1
  • 5
    • 0041340855 scopus 로고    scopus 로고
    • An adaptive shared control system for an intelligent mobility aid for the elderly
    • Yu, H.; Spenko, M.; Dubowsky, S. An adaptive shared control system for an intelligent mobility aid for the elderly. Auton. Rob. 2003, 15, 53-66.
    • (2003) Auton. Rob , vol.15 , pp. 53-66
    • Yu, H.1    Spenko, M.2    Dubowsky, S.3
  • 6
    • 35348844048 scopus 로고    scopus 로고
    • Motion control of passive intelligent walker using servo brakes
    • Hirata, Y.; Hara, A.; Kosuge, K. Motion control of passive intelligent walker using servo brakes. IEEE Trans. Rob. 2007, 23, 981-990.
    • (2007) IEEE Trans. Rob , vol.23 , pp. 981-990
    • Hirata, Y.1    Hara, A.2    Kosuge, K.3
  • 7
    • 35348927519 scopus 로고    scopus 로고
    • A control approach based on passive behavior to enhance user interaction
    • Chuy, O.Y.; Hirata, Y.; Zhidong, W.; Kosuge, K. A control approach based on passive behavior to enhance user interaction. IEEE Trans. Rob. 2007, 23, 899-908.
    • (2007) IEEE Trans. Rob , vol.23 , pp. 899-908
    • Chuy, O.Y.1    Hirata, Y.2    Zhidong, W.3    Kosuge, K.4
  • 8
    • 33845288653 scopus 로고    scopus 로고
    • Basic walker-assisted gait characteristics derived from forces and moments exerted on the walker's handles: Results on normal subjects
    • Alwan, M.; Ledoux, A.; Wasson, G.; Sheth, P.; Huang, C. Basic walker-assisted gait characteristics derived from forces and moments exerted on the walker's handles: results on normal subjects. Med. Eng. Phys. 2007, 29, 380-389.
    • (2007) Med. Eng. Phys , vol.29 , pp. 380-389
    • Alwan, M.1    Ledoux, A.2    Wasson, G.3    Sheth, P.4    Huang, C.5
  • 13
    • 0034172037 scopus 로고    scopus 로고
    • 3D arm movement recognition using syntactic pattern recognition
    • Su, M.C.; Chen, Y.Y.; Wang, K.H.; Tew, C.Y.; Huang, H. 3D arm movement recognition using syntactic pattern recognition. Artif. Intell. Eng. 2000, 14, 113-118.
    • (2000) Artif. Intell. Eng , vol.14 , pp. 113-118
    • Su, M.C.1    Chen, Y.Y.2    Wang, K.H.3    Tew, C.Y.4    Huang, H.5
  • 14
    • 12344268981 scopus 로고    scopus 로고
    • A machine learning approach for automated recognition of movement patterns using basic, kinetic and kinematic gait data
    • Begg, R.; Kamruzzaman, J. A machine learning approach for automated recognition of movement patterns using basic, kinetic and kinematic gait data. J. Biomech. 2005, 38, 401-408.
    • (2005) J. Biomech , vol.38 , pp. 401-408
    • Begg, R.1    Kamruzzaman, J.2
  • 15
    • 34548203757 scopus 로고    scopus 로고
    • Vision-based human motion analysis: An overview
    • Poppe, R. Vision-based human motion analysis: an overview. Comput. Vis. Image Underst. 2007, 108, 4-18.
    • (2007) Comput. Vis. Image Underst , vol.108 , pp. 4-18
    • Poppe, R.1
  • 16
    • 0036857027 scopus 로고    scopus 로고
    • Motion tracking: No silver bullet, but a respectable arsenal
    • Welch, G.; Foxlin, E. Motion tracking: no silver bullet, but a respectable arsenal. IEEE Comput. Graph. Appl. 2002, 22, 24-38.
    • (2002) IEEE Comput. Graph. Appl , vol.22 , pp. 24-38
    • Welch, G.1    Foxlin, E.2
  • 17
    • 0032138896 scopus 로고    scopus 로고
    • Micromachined inertial sensors
    • Yazdi, N.; Ayazi, F.; Najafi, K. Micromachined inertial sensors. Proc. IEEE 1998, 86, 1640-1659.
    • (1998) Proc. IEEE , vol.86 , pp. 1640-1659
    • Yazdi, N.1    Ayazi, F.2    Najafi, K.3
  • 18
    • 84899169877 scopus 로고    scopus 로고
    • Inertial sensing in biomechanics: A survey of computational techniques bridging motion analysis and personal navigation
    • Begg, R.; Palaniswami, M., Eds.; Idea Group Pubilishing: Hershey, PA, USA
    • Sabatini, A.M. Inertial sensing in biomechanics: a survey of computational techniques bridging motion analysis and personal navigation. In Computational Intelligence for Movement Sciences: Neural Networks and Other Emerging Techniques; Begg, R.; Palaniswami, M., Eds.; Idea Group Pubilishing: Hershey, PA, USA, 2006; pp. 70-100.
    • (2006) Computational Intelligence For Movement Sciences: Neural Networks and Other Emerging Techniques , pp. 70-100
    • Sabatini, A.M.1
  • 19
    • 0032680130 scopus 로고    scopus 로고
    • Detection of posture and motion by accelerometry: A validation study in ambulatory monitoring
    • Foerster, F.; Smeja, M.; Fahrenberg, J. Detection of posture and motion by accelerometry: a validation study in ambulatory monitoring. Comput. Hum. Behav. 1999, 15, 571-583.
    • (1999) Comput. Hum. Behav , vol.15 , pp. 571-583
    • Foerster, F.1    Smeja, M.2    Fahrenberg, J.3
  • 20
    • 0015693513 scopus 로고
    • Accelerometry-a technique for the measurement of human body movements
    • Morris, J.R.W. Accelerometry-a technique for the measurement of human body movements. J. Biomech. 1973, 6, 729-736.
    • (1973) J. Biomech , vol.6 , pp. 729-736
    • Morris, J.R.W.1
  • 21
    • 0016556717 scopus 로고
    • Measurement of angular acceleration of a rigid body using linear accelerometers
    • Padgaonkar, A.J.; Krieger, K.W.; King, A.I. Measurement of angular acceleration of a rigid body using linear accelerometers. ASME J. Appl. Mech. 1975, 42, 552-556.
    • (1975) Asme J. Appl. Mech , vol.42 , pp. 552-556
    • Padgaonkar, A.J.1    Krieger, K.W.2    King, A.I.3
  • 22
    • 27444434902 scopus 로고    scopus 로고
    • Numerical validation of linear accelerometer systems for the measurement of head kinematics
    • Cappa, P.; Masia, L.; Patane, F. Numerical validation of linear accelerometer systems for the measurement of head kinematics. J. Biomech. Eng. 2005, 127, 919-928.
    • (2005) J. Biomech. Eng , vol.127 , pp. 919-928
    • Cappa, P.1    Masia, L.2    Patane, F.3
  • 23
    • 0033060589 scopus 로고    scopus 로고
    • Physical activity monitoring based on accelerometry: Validation and comparison with video observation
    • Aminian, K.; Robert, P.; Buchser, E.; Rutschmann, B.; Hayoz, D.; Depairon, M. Physical activity monitoring based on accelerometry: validation and comparison with video observation. Med. Biol. Eng. Comput. 1999, 37, 304-308.
    • (1999) Med. Biol. Eng. Comput , vol.37 , pp. 304-308
    • Aminian, K.1    Robert, P.2    Buchser, E.3    Rutschmann, B.4    Hayoz, D.5    Depairon, M.6
  • 24
    • 0036221730 scopus 로고    scopus 로고
    • Spatio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes
    • Aminian, K.; Najafi, B.; Büla, C.; Leyvraz, P.F.; Robert, P. Spatio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes. J. Biomech. 2002, 35, 689-699.
    • (2002) J. Biomech , vol.35 , pp. 689-699
    • Aminian, K.1    Najafi, B.2    Büla, C.3    Leyvraz, P.F.4    Robert, P.5
  • 26
    • 28244441640 scopus 로고    scopus 로고
    • Pedestrian tracking with shoe-mounted inertial sensors
    • Foxlin, E. Pedestrian tracking with shoe-mounted inertial sensors. IEEE Comput. Graph. Appl. 2005, 25, 38-46.
    • (2005) IEEE Comput. Graph. Appl , vol.25 , pp. 38-46
    • Foxlin, E.1
  • 27
    • 77957082092 scopus 로고    scopus 로고
    • Accelerometry
    • Mark, H., Ed.; Elsevier: Maryland Heights, MO, USA
    • Elble, R.J. Accelerometry. In Handbook of Clinical Neurophysiology; Mark, H., Ed.; Elsevier: Maryland Heights, MO, USA, 2003; pp. 181-190.
    • (2003) Handbook of Clinical Neurophysiology , pp. 181-190
    • Elble, R.J.1
  • 28
  • 29
    • 35348971908 scopus 로고    scopus 로고
    • An artificial neural network model of energy expenditure using nonintegrated acceleration signals
    • Rothney, M.P.; Neumann, M.; Beziat, A.; Chen, K.Y. An artificial neural network model of energy expenditure using nonintegrated acceleration signals. J. Appl. Physiol. 2007, 103, 1419-1427.
    • (2007) J. Appl. Physiol , vol.103 , pp. 1419-1427
    • Rothney, M.P.1    Neumann, M.2    Beziat, A.3    Chen, K.Y.4
  • 31
    • 0030725217 scopus 로고    scopus 로고
    • Computerized analysis of daily life motor activity for ambulatory monitoring
    • Kiani, K.; Snijders, C.J.; Gelsema, E.S. Computerized analysis of daily life motor activity for ambulatory monitoring. Technol. Health Care 1997, 5, 307-318.
    • (1997) Technol. Health Care , vol.5 , pp. 307-318
    • Kiani, K.1    Snijders, C.J.2    Gelsema, E.S.3
  • 32
    • 35048842427 scopus 로고    scopus 로고
    • Activity recognition from user-annotated acceleration data
    • Springer Berlin/Heidelberg: Berlin, Germany
    • Bao, L.; Intille, S.S. Activity recognition from user-annotated acceleration data. In Pervasive Computing; Springer Berlin/Heidelberg: Berlin, Germany, 2004; pp. 1-17.
    • (2004) Pervasive Computing , pp. 1-17
    • Bao, L.1    Intille, S.S.2
  • 36
  • 38
    • 33748420535 scopus 로고    scopus 로고
    • Classification of a known sequence of motions and postures from accelerometry data using adapted Gaussian mixture models
    • Allen, F.R.; Ambikairajah, E.; Lovell, N.H.; Celler, B.G. Classification of a known sequence of motions and postures from accelerometry data using adapted Gaussian mixture models. Physiol. Meas. 2006, 27, 935-951.
    • (2006) Physiol. Meas , vol.27 , pp. 935-951
    • Allen, F.R.1    Ambikairajah, E.2    Lovell, N.H.3    Celler, B.G.4
  • 39
    • 84874339110 scopus 로고    scopus 로고
    • Remote activity monitoring of the elderly using a two-axis accelerometer
    • Tainan, Taiwan, November 18-19
    • Song, K.-T.; Wang, Y.Q. Remote activity monitoring of the elderly using a two-axis accelerometer. In Proceedings of the CACS Automatic Control Conference, Tainan, Taiwan, November 18-19, 2005.
    • (2005) Proceedings of The Cacs Automatic Control Conference
    • Song, K.-T.1    Wang, Y.Q.2
  • 43
    • 0034189965 scopus 로고    scopus 로고
    • Classification of waist-acceleration signals in a continuous walking record
    • Sekine, M.; Tamura, T.; Togawa, T.; Fukui, Y. Classification of waist-acceleration signals in a continuous walking record. Med. Eng. Phys. 2000, 22, 285-291.
    • (2000) Med. Eng. Phys , vol.22 , pp. 285-291
    • Sekine, M.1    Tamura, T.2    Togawa, T.3    Fukui, Y.4
  • 44
    • 0037599299 scopus 로고    scopus 로고
    • Ambulatory system for human motion analysis using a kinematic sensor: Monitoring of daily physical activity in the elderly
    • Najafi, B.; Aminian, K.; Paraschiv-Ionescu, A.; Loew, F.; Büla, C.; Robert, P. Ambulatory system for human motion analysis using a kinematic sensor: monitoring of daily physical activity in the elderly. IEEE Trans. Biomed. Eng. 2003, 50, 711-723.
    • (2003) IEEE Trans. Biomed. Eng , vol.50 , pp. 711-723
    • Najafi, B.1    Aminian, K.2    Paraschiv-Ionescu, A.3    Loew, F.4    Büla, C.5    Robert, P.6
  • 45
    • 33646787680 scopus 로고    scopus 로고
    • Activity and location recognition using wearable sensors
    • Lee, S.W.; Mase, K. Activity and location recognition using wearable sensors. IEEE Perv. Comput. 2002, 1, 24-32.
    • (2002) IEEE Perv. Comput , vol.1 , pp. 24-32
    • Lee, S.W.1    Mase, K.2
  • 49
    • 0024610919 scopus 로고
    • A tutorial on Hidden Markov Models and selected applications in speech recognition
    • Rabiner, L.R. A tutorial on Hidden Markov Models and selected applications in speech recognition. Proc. EEE 1989, 77, 257-286.
    • (1989) Proc. Eee , vol.77 , pp. 257-286
    • Rabiner, L.R.1
  • 50
    • 50249117998 scopus 로고    scopus 로고
    • Accelerometer based gesture recognition using continuous HMMs
    • Pylvalainen, T. Accelerometer based gesture recognition using continuous HMMs. Pattern Recogn. Image Anal. 2005, 1, 639-646.
    • (2005) Pattern Recogn. Image Anal , vol.1 , pp. 639-646
    • Pylvalainen, T.1
  • 51
    • 84989558420 scopus 로고
    • A real-time continuous alphabetic sign language to speech conversion VR system
    • Liang, R.-H.; Ouhyoung, M. A real-time continuous alphabetic sign language to speech conversion VR system. Comput. Graph. Forum 1995, 14, 67-76.
    • (1995) Comput. Graph. Forum , vol.14 , pp. 67-76
    • Liang, R.-H.1    Ouhyoung, M.2
  • 52
    • 0026239189 scopus 로고
    • Hidden Markov Model analysis of force/torque information in telemanipulation
    • Hannaford, B.; Lee, P. Hidden Markov Model analysis of force/torque information in telemanipulation. Internat. J. Rob. Res. 1991, 10, 528-539.
    • (1991) Internat. J. Rob. Res , vol.10 , pp. 528-539
    • Hannaford, B.1    Lee, P.2
  • 54
    • 84876593695 scopus 로고    scopus 로고
    • Available online, (accessed on 29 January
    • PRTools toolbox. Available online: http://www.prtools.org/ (accessed on 29 January 2010)
    • (2010) Prtools Toolbox
  • 55
    • 84876640707 scopus 로고    scopus 로고
    • Available online, accessed on 29 January
    • MATLABArsenal. Available online: http://www.informedia.cs.cmu.edu/yanrong/ (accessed on 29 January 2010)
    • (2010) Matlabarsenal
  • 57
    • 77950259583 scopus 로고    scopus 로고
    • Available online, (accessed on 30 January
    • LIBSVM toolbox. Available online: http://www.csie.ntu.edu.tw/~cjlin/libsvm (accessed on 30 January 2010)
    • (2010) Libsvm Toolbox
  • 58
    • 84876630038 scopus 로고    scopus 로고
    • Available online, (accessed on 30 January
    • HMM toolbox. Available online: http://people.cs.ubc.ca/~murphyk/Software/HMM/ (accessed on 30 January 2010)
    • (2010) Hmm Toolbox
  • 59
    • 59149097720 scopus 로고    scopus 로고
    • Adaptive filtering algorithms enhance the accuracy of low-cost inertial/magnetic sensing in pedestrian navigation systems
    • Sabatini, A.M. Adaptive filtering algorithms enhance the accuracy of low-cost inertial/magnetic sensing in pedestrian navigation systems. Int. J. Comput. Intell. Appl. 2008, 7, 351-361.
    • (2008) Int. J. Comput. Intell. Appl , vol.7 , pp. 351-361
    • Sabatini, A.M.1
  • 60
    • 77950222116 scopus 로고    scopus 로고
    • Dead-reckoning method for personal navigation systems using Kalman filtering techniques to augment inertial/magnetic sensing
    • Moreno, V.M., Pigazo, A., Eds.; I-Tech Education and Publishing KG: Vienna, Austria
    • Sabatini, A.M. Dead-reckoning method for personal navigation systems using Kalman filtering techniques to augment inertial/magnetic sensing. In Kalman Filter: Recent Advances and Applications; Moreno, V.M., Pigazo, A., Eds.; I-Tech Education and Publishing KG: Vienna, Austria, 2009; pp. 251-268.
    • (2009) Kalman Filter: Recent Advances and Applications , pp. 251-268
    • Sabatini, A.M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.