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Volumn 9, Issue 11, 2009, Pages 8508-8546

Classifying human leg motions with uniaxial piezoelectric gyroscopes

Author keywords

Artificial neural networks; Bayesian decision making; Dynamic time warping; Gyroscope; Inertial sensors; K nearest neighbor; Least squares method; Motion classification; Rule based algorithm; Support vector machines

Indexed keywords

BAYESIAN DECISION MAKINGS; DYNAMIC TIME WARPING; INERTIAL SENSOR; K-NEAREST NEIGHBORS; LEAST SQUARES METHODS; MOTION CLASSIFICATION; RULE BASED ALGORITHMS;

EID: 70849088897     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s91108508     Document Type: Article
Times cited : (52)

References (86)
  • 1
    • 0032624570 scopus 로고    scopus 로고
    • A high integrity IMU/GPS navigation loop for autonomous land vehicle applications
    • Sukkarieh, S.; Nebot, E.M.; Durrant-Whyte, H.F. A high integrity IMU/GPS navigation loop for autonomous land vehicle applications. IEEE Trans. Rob. Autom. 1999, 15, 572-578.
    • (1999) IEEE Trans. Rob. Autom , vol.15 , pp. 572-578
    • Sukkarieh, S.1    Nebot, E.M.2    Durrant-Whyte, H.F.3
  • 2
    • 34347351194 scopus 로고    scopus 로고
    • Integration of vision and inertial sensors for 3D arm motion tracking in home-based rehabilitation
    • Tao, Y.; Hu, H.; Zhou, H. Integration of vision and inertial sensors for 3D arm motion tracking in home-based rehabilitation. Int. J. Rob. Res. 2007, 26, 607-624.
    • (2007) Int. J. Rob. Res , vol.26 , pp. 607-624
    • Tao, Y.1    Hu, H.2    Zhou, H.3
  • 3
    • 2942690285 scopus 로고    scopus 로고
    • A real-time articulated human motion tracking using tri-axis inertial/magnetic sensors package
    • Zhu, R.; Zhou, Z. A real-time articulated human motion tracking using tri-axis inertial/magnetic sensors package. IEEE Trans. Neural Syst. Rehab. Eng. 2004, 12, 295-302.
    • (2004) IEEE Trans. Neural Syst. Rehab. Eng , vol.12 , pp. 295-302
    • Zhu, R.1    Zhou, Z.2
  • 4
    • 0003774938 scopus 로고
    • Cox, I.J., Wilfong, G.T., Eds., Section on Inertial Navigation; Springer-Verlag: New York, NY, USA
    • Cox, I.J., Wilfong, G.T., Eds. Autonomous Robot Vehicles; Section on Inertial Navigation; Springer-Verlag: New York, NY, USA, 1990.
    • (1990) Autonomous Robot Vehicles
  • 5
    • 84889232928 scopus 로고
    • Leondes, C.T., Ed., Sponsored by NATO Advisory Group for Aerospace Research and Development; Technical Editing and Reproduction: London, UK
    • Leondes, C.T., Ed. Theory and Applications of Kalman Filtering; Sponsored by NATO Advisory Group for Aerospace Research and Development; Technical Editing and Reproduction: London, UK, 1970.
    • (1970) Theory and Applications of Kalman Filtering
  • 7
  • 8
    • 29244443720 scopus 로고    scopus 로고
    • Design of accelerometer-based inertial navigation systems
    • Tan, C.W.; Park, S. Design of accelerometer-based inertial navigation systems. IEEE Trans. Instrum. Meas. 2005, 54, 2520-2530.
    • (2005) IEEE Trans. Instrum. Meas , vol.54 , pp. 2520-2530
    • Tan, C.W.1    Park, S.2
  • 9
    • 70849130986 scopus 로고
    • Attitude estimation for a vehicle using inertial sensors
    • Vehicles, Southampton, Hampshire, UK, April 18-21, 1993; Charnley, D., Ed.; Pergamon: Oxford, UK
    • Vaganay, J.; Aldon, M.J. Attitude estimation for a vehicle using inertial sensors. In Proceedings of the 1st IFAC International Workshop on Intell. Auton. Vehicles, Southampton, Hampshire, UK, April 18-21, 1993; Charnley, D., Ed.; Pergamon: Oxford, UK, 1993, pp.89-94.
    • (1993) Proceedings of the 1st IFAC International Workshop on Intell. Auton , pp. 89-94
    • Vaganay, J.1    Aldon, M.J.2
  • 11
    • 33750202792 scopus 로고    scopus 로고
    • Sensor data fusion for body state estimation in a hexapod robot with dynamical gaits
    • Lin, P.C.; Komsuoglu, H.; Koditschek, D.E. Sensor data fusion for body state estimation in a hexapod robot with dynamical gaits. IEEE Trans. Rob. 2006, 22, 932-943.
    • (2006) IEEE Trans. Rob , vol.22 , pp. 932-943
    • Lin, P.C.1    Komsuoglu, H.2    Koditschek, D.E.3
  • 12
    • 0344877307 scopus 로고    scopus 로고
    • Design of all-accelerometer inertial measurement unit for tremor sensing in hand-held microsurgical instrument
    • Taipei, Taiwan, September
    • Ang, W.T.; Khosla, P.K.; Riviere, C.N. Design of all-accelerometer inertial measurement unit for tremor sensing in hand-held microsurgical instrument. In Proceedings of IEEE International Conference on Robotics and Automation, Taipei, Taiwan, September, 2003; Vol. 2, pp. 1781-1786.
    • (2003) Proceedings of IEEE International Conference on Robotics and Automation , vol.2 , pp. 1781-1786
    • Ang, W.T.1    Khosla, P.K.2    Riviere, C.N.3
  • 15
  • 16
    • 31144437785 scopus 로고    scopus 로고
    • Systematic review of definitions and methods of measuring falls in randomised controlled fall prevention trials
    • Hauer, K.; Lamb, S.E.; Jorstad, E.C.; Todd, C.; Becker, C. Systematic review of definitions and methods of measuring falls in randomised controlled fall prevention trials. Age Ageing 2006, 35, 5-10.
    • (2006) Age Ageing , vol.35 , pp. 5-10
    • Hauer, K.1    Lamb, S.E.2    Jorstad, E.C.3    Todd, C.4    Becker, C.5
  • 17
    • 57649219452 scopus 로고    scopus 로고
    • Lyon, France, August 23-26
    • Noury, N.; Fleury, A.; Rumeau, P.; Bourke, A.K.; Laighin, G.O.; Rialle, V.; Lundy, J.E. Fall detection-principles and methods. In Proceedings of the 29th Annual International Conferences of IEEE EMBS, Lyon, France, August 23-26, 2007; pp. 1663-1666.
    • (2007) , pp. 1663-1666
    • Noury, N.1    Fleury, A.2    Rumeau, P.3    Bourke, A.K.4    Laighin, G.O.5    Rialle, V.6    Lundy, J.E.7
  • 18
    • 46149107931 scopus 로고    scopus 로고
    • Comparison of low-complexity fall detection algorithms for body attached accelerometers
    • Kangas, M.; Konttila, A.; Lindgren, P.; Winblad, I.; Jämsä, T. Comparison of low-complexity fall detection algorithms for body attached accelerometers. Gait Posture 2008, 28, 285-291.
    • (2008) Gait Posture , vol.28 , pp. 285-291
    • Kangas, M.1    Konttila, A.2    Lindgren, P.3    Winblad, I.4    Jämsä, T.5
  • 20
    • 18244373181 scopus 로고    scopus 로고
    • A wireless body area network of intelligent motion sensors for computer assisted physical rehabilitation
    • doi:10.1186/1743-0003-2-6
    • Jovanov, E.; Milenkovic, A.; Otto, C.; de Groen, P.C. A wireless body area network of intelligent motion sensors for computer assisted physical rehabilitation. J. NeuroEng. Rehab. 2005, 2, doi:10.1186/1743-0003-2-6.
    • (2005) J. NeuroEng. Rehab , vol.2
    • Jovanov, E.1    Milenkovic, A.2    Otto, C.3    de Groen, P.C.4
  • 22
    • 39449090035 scopus 로고    scopus 로고
    • Detection of daily activities and sports with wearable sensors in controlled and uncontrolled conditions
    • Ermes, M.; Pärkkä, J.; Mäntyjärvi, J.; Korhonen, I. Detection of daily activities and sports with wearable sensors in controlled and uncontrolled conditions. IEEE Trans. Inf. Technol. B. 2008, 12,20-26.
    • (2008) IEEE Trans. Inf. Technol. B , vol.12 , pp. 20-26
    • Ermes, M.1    Pärkkä, J.2    Mäntyjärvi, J.3    Korhonen, I.4
  • 24
    • 0035516497 scopus 로고    scopus 로고
    • Real-time motion capture for a human body using accelerometers
    • Lee, J.; Ha, I. Real-time motion capture for a human body using accelerometers, Robotica 2001, 19,601-610.
    • (2001) Robotica , vol.19 , pp. 601-610
    • Lee, J.1    Ha, I.2
  • 25
    • 57749180881 scopus 로고    scopus 로고
    • Accelerometer-based user interfaces for the control of a physically simulated character
    • Shiratori, T.; Hodgins, J.K. Accelerometer-based user interfaces for the control of a physically simulated character. ACM T. Graphic. 2008, 27, No. 123.
    • (2008) ACM T. Graphic , vol.123 , pp. 27
    • Shiratori, T.1    Hodgins, J.K.2
  • 26
    • 33847747867 scopus 로고    scopus 로고
    • Mobility assessment in older people: New possibilities and challenges
    • Zijlstra, W.; Aminian, K. Mobility assessment in older people: new possibilities and challenges, Eur. J. Ageing 2007, 4, 3-12.
    • (2007) Eur. J. Ageing , vol.4 , pp. 3-12
    • Zijlstra, W.1    Aminian, K.2
  • 27
    • 2342539792 scopus 로고    scopus 로고
    • Accelerometry: Providing an integrated, practical method for long-term, ambulatory monitoring of human movement
    • Mathie, M.J.; Coster, A.C.F.; Lovell, N.H.; Celler, B.G. Accelerometry: providing an integrated, practical method for long-term, ambulatory monitoring of human movement. Physiol. Meas. 2004, 25, R1-R20.
    • (2004) Physiol. Meas , vol.25
    • Mathie, M.J.1    Coster, A.C.F.2    Lovell, N.H.3    Celler, B.G.4
  • 28
    • 33947258964 scopus 로고    scopus 로고
    • Clinical applications of sensors for human posture and movement analysis
    • Wong, W.Y.; Wong, M.S.; Lo, K.H. Clinical applications of sensors for human posture and movement analysis: A review. Prosthet. Orthot. Int. 2007, 31, 62-75.
    • (2007) A review. Prosthet. Orthot. Int , vol.31 , pp. 62-75
    • Wong, W.Y.1    Wong, M.S.2    Lo, K.H.3
  • 29
    • 84899169877 scopus 로고    scopus 로고
    • Inertial sensing in biomechanics: A survey of computational techniques bridging motion analysis and personal navigation
    • Begg, R.K., Palaniswami, M., Eds.; Idea Group Publishing: 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.K., Palaniswami, M., Eds.; Idea Group Publishing: 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
  • 30
    • 70849093950 scopus 로고    scopus 로고
    • Master's thesis. Department of Electrical and Electronics Engineering, Bilkent University: Ankara, Turkey, July
    • Tunçel, O. Human Activity Classification with Miniature Inertial Sensors. Master's thesis. Department of Electrical and Electronics Engineering, Bilkent University: Ankara, Turkey, July, 2009.
    • (2009)
    • Tunçel, O.1
  • 31
    • 0035271128 scopus 로고    scopus 로고
    • A survey of computer vision-based human motion capture. Comput. Vis
    • Moeslund, T.B.; Granum, E. A survey of computer vision-based human motion capture. Comput. Vis. Image Und. 2001, 81, 231-268.
    • (2001) Image Und , vol.81 , pp. 231-268
    • Moeslund, T.B.1    Granum, E.2
  • 32
    • 33749990780 scopus 로고    scopus 로고
    • A survey of advances in vision-based human motion capture and analysis
    • Moeslund, T.B.; Hilton, A.; Krüger, V. A survey of advances in vision-based human motion capture and analysis. Comput. Vis. Image Und. 2006, 104, 90-126.
    • (2006) Comput. Vis. Image Und , vol.104 , pp. 90-126
    • Moeslund, T.B.1    Hilton, A.2    Krüger, V.3
  • 33
    • 0036522847 scopus 로고    scopus 로고
    • Recent developments in human motion analysis
    • Wang, L.; Hu, W.; Tan, T. Recent developments in human motion analysis, Pattern Recogn. 2003, 36,585-601.
    • (2003) Pattern Recogn , vol.36 , pp. 585-601
    • Wang, L.1    Hu, W.2    Tan, T.3
  • 34
  • 35
    • 0033210184 scopus 로고    scopus 로고
    • An HMM-based threshold model approach for gesture recognition
    • Hyeon-Kyu, L.; Kim, J.H. An HMM-based threshold model approach for gesture recognition. IEEE Trans. Pattern Anal. 1999, 21, 961-973.
    • (1999) IEEE Trans. Pattern Anal , vol.21 , pp. 961-973
    • Hyeon-Kyu, L.1    Kim, J.H.2
  • 36
    • 38949199019 scopus 로고    scopus 로고
    • Gesture spotting with body-worn inertial sensors to detect user activities
    • Junker, H.; Amft, O.; Lukowicz, P.; Troester, G. Gesture spotting with body-worn inertial sensors to detect user activities. Pattern Recogn. 2008, 41, 2010-2024.
    • (2008) Pattern Recogn , vol.41 , pp. 2010-2024
    • Junker, H.1    Amft, O.2    Lukowicz, P.3    Troester, G.4
  • 38
    • 0032125636 scopus 로고    scopus 로고
    • Ambulatory monitoring of physical activity in working situations, a validation study
    • Uiterwaal, M.; Glerum, E.B.C.; Busser, H.J.; van Lummel, R.C. Ambulatory monitoring of physical activity in working situations, a validation study. J. Med. Eng. Technol. 1998,22, 168-172.
    • (1998) J. Med. Eng. Technol , vol.22 , pp. 168-172
    • Uiterwaal, M.1    Glerum, E.B.C.2    Busser, H.J.3    van Lummel, R.C.4
  • 39
    • 0031679995 scopus 로고    scopus 로고
    • Validity and reliability of measurements obtained with an activity monitor in people with and without transtibial amputation
    • Bussmann, J.B.; Reuvekamp, P.J.; Veltink, P.H.; Martens, W.L.; Stam, H.J. Validity and reliability of measurements obtained with an activity monitor in people with and without transtibial amputation. Phys. Ther. 1998, 78, 989-998.
    • (1998) Phys. Ther , vol.78 , pp. 989-998
    • Bussmann, J.B.1    Reuvekamp, P.J.2    Veltink, P.H.3    Martens, W.L.4    Stam, H.J.5
  • 40
    • 0033060589 scopus 로고    scopus 로고
    • Physical activity monitoring based on accelerometry: Validation and comparison with video observation
    • Aminian, K.; Robert, P.; Buchser, E.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.E.3    Rutschmann, B.4    Hayoz, D.5    Depairon, M.6
  • 41
    • 34247345871 scopus 로고    scopus 로고
    • Ambulatory position and orientation tracking fusing magnetic and inertial sensing
    • Roetenberg, D.; Slycke, P.J.; Veltink, P.H. Ambulatory position and orientation tracking fusing magnetic and inertial sensing. IEEE Trans. Bio-med. Eng. 2007, 54, 883-890.
    • (2007) IEEE Trans. Bio-med. Eng , vol.54 , pp. 883-890
    • Roetenberg, D.1    Slycke, P.J.2    Veltink, P.H.3
  • 42
    • 0036071429 scopus 로고    scopus 로고
    • Measurement of stand-sit and sit-stand transitions using a miniature gyroscope and its application in fall risk evaluation in the elderly
    • Najafi, B.; Aminian, K.; Loew, F.; Blanc, Y.; Robert, P. Measurement of stand-sit and sit-stand transitions using a miniature gyroscope and its application in fall risk evaluation in the elderly. IEEE Trans. Bio-med. Eng. 2002, 49, 843-851.
    • (2002) IEEE Trans. Bio-med. Eng , vol.49 , pp. 843-851
    • Najafi, B.1    Aminian, K.2    Loew, F.3    Blanc, Y.4    Robert, P.5
  • 43
    • 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.J.; Robert, P. Ambulatory system for human motion analysis using a kinematic sensor: monitoring of daily physical activity in the elderly. IEEE Trans. Bio-med. Eng. 2003, 50, 711-723.
    • (2003) IEEE Trans. Bio-med. Eng , vol.50 , pp. 711-723
    • Najafi, B.1    Aminian, K.2    Paraschiv-Ionescu, A.3    Loew, F.4    Büla, C.J.5    Robert, P.6
  • 44
    • 0040218927 scopus 로고
    • th Ed.; NATO ASI Series; In Traditional and Non-Traditional Robotic Sensors; Springer-Verlag: Berlin, Heidelberg, Germany
    • th Ed.; NATO ASI Series; In Traditional and Non-Traditional Robotic Sensors; Springer-Verlag: Berlin, Heidelberg, Germany, 1990; Vol. F63, pp. 339-350.
    • (1990) Cooperation of the Inertial and Visual Systems , vol.F63 , pp. 339-350
    • Viéville, T.1    Faugeras, O.D.2
  • 46
    • 34347358532 scopus 로고    scopus 로고
    • Special Issue on the 2nd Workshop on Integration of Vision and Inertial Sensors (InerVis05)
    • Special Issue on the 2nd Workshop on Integration of Vision and Inertial Sensors (InerVis05). Int. J. Rob. Res. 2007, 26, 515-517.
    • (2007) Int. J. Rob. Res , vol.26 , pp. 515-517
  • 47
    • 35048842427 scopus 로고    scopus 로고
    • Activity recognition from user-annotated acceleration data
    • Vienna, Austria, April 21-23, Available online, accessed October 14, 2009
    • Bao, L.; Intille, S.S. Activity recognition from user-annotated acceleration data, In Proceedings of Pervasive Computing: Second International Conference of Lecture Notes in Computer Science, Vienna, Austria, April 21-23, 2004; Vol. 3001, pp. 1-17; Available online: http://web.media.mit. edu/ intille/papers-files/BaoIntille04.pdf (accessed October 14, 2009)
    • (2004) Proceedings of Pervasive Computing: Second International Conference of Lecture Notes in Computer Science , vol.3001 , pp. 1-17
    • Bao, L.1    Intille, S.S.2
  • 49
    • 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
  • 50
    • 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
  • 51
    • 30744436064 scopus 로고    scopus 로고
    • Implementation of a real-time human movement classifier using a triaxial accelerometer for ambulatory monitoring
    • Karantonis, D.M.; Narayanan, M.R.; Mathie, M.; Lovell, N.H.; Celler, B.G. Implementation of a real-time human movement classifier using a triaxial accelerometer for ambulatory monitoring. IEEE Trans. Inf. Technol. B. 2006, 10, 156-167.
    • (2006) IEEE Trans. Inf. Technol. B , vol.10 , pp. 156-167
    • Karantonis, D.M.1    Narayanan, M.R.2    Mathie, M.3    Lovell, N.H.4    Celler, B.G.5
  • 52
    • 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
  • 53
    • 0242592241 scopus 로고    scopus 로고
    • Multi-sensor activity context detection for wearable computing
    • Lecture Notes in Computer Science, Eindhoven, The Netherlands, November, Available online, accessed October 14, 2009
    • Kern, N.; Schiele, B.; Schmidt, A. Multi-sensor activity context detection for wearable computing, In Proceedings of European Symposium on Ambient Intelligence, Lecture Notes in Computer Science, Eindhoven, The Netherlands, November, 2003; Vol. 2875, pp. 220-232,Available online: http://citeseer.ist.psu.edu/kern03multisensor.html (accessed October 14, 2009)
    • (2003) Proceedings of European Symposium on Ambient Intelligence , vol.2875 , pp. 220-232
    • Kern, N.1    Schiele, B.2    Schmidt, A.3
  • 58
    • 0001529784 scopus 로고
    • Remarks on some nonparametric estimates of a density function
    • Rosenblatt, M. Remarks on some nonparametric estimates of a density function. Ann. Math. Stat. 1956,27,832-837.
    • (1956) Ann. Math. Stat , vol.27 , pp. 832-837
    • Rosenblatt, M.1
  • 64
    • 14844285758 scopus 로고    scopus 로고
    • Exact indexing of dynamic time warping
    • Keogh, E.; Ratanamahatana, C.A. Exact indexing of dynamic time warping. Knowl. Inf. Syst. 2005,7,358-386.
    • (2005) Knowl. Inf. Syst , vol.7 , pp. 358-386
    • Keogh, E.1    Ratanamahatana, C.A.2
  • 67
    • 33750578741 scopus 로고    scopus 로고
    • On-line signature recognition based on VQ-DTW
    • Zanuy, M.F. On-line signature recognition based on VQ-DTW. Pattern Recogn. 2007, 40, 981-992.
    • (2007) Pattern Recogn , vol.40 , pp. 981-992
    • Zanuy, M.F.1
  • 68
    • 51149107197 scopus 로고    scopus 로고
    • Modified dynamic time warping for stroke-based on-line signature verification
    • Curitiba, State of Parana, Brazil, September 23-26
    • Chang, W.D.; Shin, J. Modified dynamic time warping for stroke-based on-line signature verification. In Proceedings of the 9th International Conference on Document Analysis and Recognition, Curitiba, State of Parana, Brazil, September 23-26, 2007; Vol. 2, pp. 724-728.
    • (2007) Proceedings of the 9th International Conference on Document Analysis and Recognition , vol.2 , pp. 724-728
    • Chang, W.D.1    Shin, J.2
  • 72
    • 27944503304 scopus 로고    scopus 로고
    • Dynamic time warping as a novel tool in pattern recognition of ECG changes in heart rhythm disturbances
    • Man and Cybernetics, Hawaii, HI, USA, October 10-12
    • Tuzcu, V.; Nas, S. Dynamic time warping as a novel tool in pattern recognition of ECG changes in heart rhythm disturbances. In Proceedings of the IEEE International Conference on Systems, Man and Cybernetics, Hawaii, HI, USA, October 10-12, 2005; Vol. 1, pp. 182-186.
    • (2005) Proceedings of the IEEE International Conference on Systems , vol.1 , pp. 182-186
    • Tuzcu, V.1    Nas, S.2
  • 73
    • 0000884365 scopus 로고    scopus 로고
    • A fingerprint verification system based on triangular matching and dynamic time warping
    • Kovács-Vajna, Z.M. A fingerprint verification system based on triangular matching and dynamic time warping. IEEE Trans. Pattern Anal. 2000, 22, 1266-1276.
    • (2000) IEEE Trans. Pattern Anal , vol.22 , pp. 1266-1276
    • Kovács-Vajna, Z.M.1
  • 76
    • 0003969585 scopus 로고
    • Nauka: Moscow, Russia, in Russian, English translation: Springer Verlag: New York, NY, USA, 1982
    • Vapnik, V.N. Estimation of Dependences Based on Empirical Data; Nauka: Moscow, Russia, 1979 (in Russian, English translation: Springer Verlag: New York, NY, USA, 1982).
    • (1979) Estimation of Dependences Based on Empirical Data
    • Vapnik, V.N.1
  • 78
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • Tong, S.; Koller, D. Support vector machine active learning with applications to text classification. J. Mach. Learn. Res. 2001, 2, 45-66.
    • (2001) J. Mach. Learn. Res , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 86
    • 0038171506 scopus 로고    scopus 로고
    • Technical report, Available online, accessed October 14, 2009
    • Smith, L.I. A Tutorial on Principal Components Analysis; Technical report; 2002; Available online: http://cs.otago.ac.nz/cosc453/student tutorials/principal components.pdf (accessed October 14, 2009).
    • (2002) A Tutorial on Principal Components Analysis
    • Smith, L.I.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.