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Volumn , Issue APR 2013, 2013, Pages

Muscle synergies in neuroscience and robotics: From input-space to task-space perspectives

Author keywords

Dimensionality reduction; Modularity; Motor control; Muscle synergies; Review; Robotics; Task space

Indexed keywords

DIMENSIONALITY REDUCTION; MODULARITY; MOTOR CONTROL; MUSCLE SYNERGIES; TASK-SPACE;

EID: 84875974591     PISSN: 16625188     EISSN: None     Source Type: Journal    
DOI: 10.3389/fncom.2013.00043     Document Type: Review
Times cited : (128)

References (138)
  • 1
    • 84866013345 scopus 로고    scopus 로고
    • Synthesis and Adaptation of Effective Motor Synergies for the Solution of Reaching Tasks
    • In Ziemke, T., Balkenius, C., and Hallam, J., editors, Berlin. Springer-Verlag
    • Alessandro, C., Carbajal, J. P., and d'Avella, A. (2012). Synthesis and Adaptation of Effective Motor Synergies for the Solution of Reaching Tasks. In Ziemke, T., Balkenius, C., and Hallam, J., editors, Lecture Notes in Artificial Intelligence (LNAI), pages 33-43, Berlin. Springer-Verlag.
    • (2012) Lecture Notes In Artificial Intelligence (LNAI) , pp. 33-43
    • Alessandro, C.1    Carbajal, J.P.2    d'Avella, A.3
  • 3
    • 84864106166 scopus 로고    scopus 로고
    • Three-dimensional modular control of human walking
    • Allen, J. L. and Neptune, R. R. (2012). Three-dimensional modular control of human walking. Journal of Biomechanics, 45(12):2157-2163.
    • (2012) Journal of Biomechanics , vol.45 , Issue.12 , pp. 2157-2163
    • Allen, J.L.1    Neptune, R.R.2
  • 4
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • Bell, A. J. and Sejnowski, T. J. (1995). An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 7:1129-1159.
    • (1995) Neural Computation , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 8
    • 80053484979 scopus 로고    scopus 로고
    • Modelling natural and artificial hands with synergies. Philosophical Transactions of the Royal Society of London
    • Bicchi, A., Gabiccini, M., and Santello, M. (2011). Modelling natural and artificial hands with synergies. Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences, 366(1581):3153-61.
    • (2011) Series B: Biological Sciences , vol.366 , Issue.1581 , pp. 3153-3161
    • Bicchi, A.1    Gabiccini, M.2    Santello, M.3
  • 10
    • 0001470785 scopus 로고
    • Does the nervous system use equilibrium-point control to guide single and multiple joint movements?
    • Bizzi, E., Hogan, N., Mussa-Ivaldi, F. A., and Giszter, S. (1992). Does the nervous system use equilibrium-point control to guide single and multiple joint movements? Behavioral and Brain Sciences, 15(4):603-613.
    • (1992) Behavioral and Brain Sciences , vol.15 , Issue.4 , pp. 603-613
    • Bizzi, E.1    Hogan, N.2    Mussa-Ivaldi, F.A.3    Giszter, S.4
  • 11
    • 4143087195 scopus 로고    scopus 로고
    • Patterns of muscle activity underlying object-specific grasp by the macaque monkey
    • Brochier, T., Spinks, R. L., Umilta, M. A., and Lemon, R. N. (2004). Patterns of muscle activity underlying object-specific grasp by the macaque monkey. Journal of Neurophysiology, 92(3):1770-1782.
    • (2004) Journal of Neurophysiology , vol.92 , Issue.3 , pp. 1770-1782
    • Brochier, T.1    Spinks, R.L.2    Umilta, M.A.3    Lemon, R.N.4
  • 13
    • 51349113325 scopus 로고    scopus 로고
    • Inter-finger coordination and postural synergies in robot hands via mechanical implementation of principal components analysis
    • IEEE
    • Brown, C. Y. and Asada, H. H. (2007). Inter-finger coordination and postural synergies in robot hands via mechanical implementation of principal components analysis. In IEEE/RSJ International Conference on Intelligent Robots and Systems, pages 2877-2882. IEEE.
    • (2007) IEEE/RSJ International Conference On Intelligent Robots and Systems , pp. 2877-2882
    • Brown, C.Y.1    Asada, H.H.2
  • 14
    • 17644371717 scopus 로고    scopus 로고
    • A new sparse image representation algorithm applied to facial expression recognition. In Machine Learning for Signal Processing
    • IEEE
    • Buciu, I. and Pitas, I. (2004). A new sparse image representation algorithm applied to facial expression recognition. In Machine Learning for Signal Processing. Proceedings of the 14th IEEE Signal Processing Society Workshop, pages 539-548. IEEE.
    • (2004) Proceedings of the 14th IEEE Signal Processing Society Workshop , pp. 539-548
    • Buciu, I.1    Pitas, I.2
  • 15
    • 78650908733 scopus 로고    scopus 로고
    • Migration of motor pool activity in the spinal cord reflects body mechanics in human locomotionj
    • Cappellini, G., Ivanenko, Y. P., Dominici, N., Poppele, R. E., and Lacquaniti, F. (2010). Migration of motor pool activity in the spinal cord reflects body mechanics in human locomotionj. Journal of Neurophysiology, 104(6):3064-3073.
    • (2010) Journal of Neurophysiology , vol.104 , Issue.6 , pp. 3064-3073
    • Cappellini, G.1    Ivanenko, Y.P.2    Dominici, N.3    Poppele, R.E.4    Lacquaniti, F.5
  • 17
    • 64749097247 scopus 로고    scopus 로고
    • Adjustments of motor pattern for load compensation via modulated activations of muscle synergies during natural behaviors
    • Cheung, V. C. K., d'Avella, A., and Bizzi, E. (2009a). Adjustments of motor pattern for load compensation via modulated activations of muscle synergies during natural behaviors. Journal of Neurophysiology, 101(3):1235-57.
    • (2009) Journal of Neurophysiology , vol.101 , Issue.3 , pp. 1235-1257
    • Cheung, V.C.K.1    D'avella, A.2    Bizzi, E.3
  • 18
    • 21844435726 scopus 로고    scopus 로고
    • Central and Sensory Contributions to the Activation and Organization of Muscle Synergies during Natural Motor Behaviors
    • Cheung, V. C. K., d'Avella, A., Tresch, M. C., and Bizzi, E. (2005). Central and Sensory Contributions to the Activation and Organization of Muscle Synergies during Natural Motor Behaviors. The Journal of Neuroscience, 25(27):6419-6434.
    • (2005) The Journal of Neuroscience , vol.25 , Issue.27 , pp. 6419-6434
    • Cheung, V.C.K.1    D'avella, A.2    Tresch, M.C.3    Bizzi, E.4
  • 21
    • 48849115657 scopus 로고    scopus 로고
    • Learning to Combine Motor Primitives Via Greedy Additive Regression
    • Chhabra, M. and Jacobs, R. A. (2008). Learning to Combine Motor Primitives Via Greedy Additive Regression. The Journal of Machine Learning Research, 9(6):1535-1558.
    • (2008) The Journal of Machine Learning Research , vol.9 , Issue.6 , pp. 1535-1558
    • Chhabra, M.1    Jacobs, R.A.2
  • 22
    • 84873919560 scopus 로고    scopus 로고
    • Investigating reduction of dimensionality during single-joint elbow movements: A case study on muscle synergies
    • Chiovetto, E., Berret, B., Delis, I., Panzeri, S., and Pozzo, T. (2013). Investigating reduction of dimensionality during single-joint elbow movements: a case study on muscle synergies. Frontiers in Computational Neuroscience, 7:11.
    • (2013) Frontiers In Computational Neuroscience , vol.7 , pp. 11
    • Chiovetto, E.1    Berret, B.2    Delis, I.3    Panzeri, S.4    Pozzo, T.5
  • 23
    • 80051522245 scopus 로고    scopus 로고
    • Common muscle synergies for control of center of mass and force in nonstepping and stepping postural behaviors
    • Chvatal, S. A., Torres-Oviedo, G., Safavynia, S. A., and Ting, L. H. (2011). Common muscle synergies for control of center of mass and force in nonstepping and stepping postural behaviors. Journal of Neurophysiology, 106(2):999-1015.
    • (2011) Journal of Neurophysiology , vol.106 , Issue.2 , pp. 999-1015
    • Chvatal, S.A.1    Torres-Oviedo, G.2    Safavynia, S.A.3    Ting, L.H.4
  • 25
    • 76649138271 scopus 로고    scopus 로고
    • Merging of healthy motor modules predicts reduced locomotor performance and muscle coordination complexity post-stroke
    • Clark, D. J., Ting, L. H., Zajac, F. E., Neptune, R. R., and Kautz, S. a. (2010). Merging of healthy motor modules predicts reduced locomotor performance and muscle coordination complexity post-stroke. Journal of Neurophysiology, 103(2):844-57.
    • (2010) Journal of Neurophysiology , vol.103 , Issue.2 , pp. 844-857
    • Clark, D.J.1    Ting, L.H.2    Zajac, F.E.3    Neptune, R.R.4    Kautz, S.A.5
  • 26
    • 70349666986 scopus 로고    scopus 로고
    • Linear Bellman combination for control of character animation
    • da Silva, M., Durand, F., and Popović, J. (2009). Linear Bellman combination for control of character animation. ACM Transactions on Graphics, 28(3):1.
    • (2009) ACM Transactions On Graphics , vol.28 , Issue.3 , pp. 1
    • da Silva, M.1    Durand, F.2    Popović, J.3
  • 27
    • 0014265802 scopus 로고
    • Multiple regression in psychological research and practice
    • Darlington, R. B. (1968). Multiple regression in psychological research and practice. Psychological Bulletin, 69(3):161-182.
    • (1968) Psychological Bulletin , vol.69 , Issue.3 , pp. 161-182
    • Darlington, R.B.1
  • 29
    • 57349116044 scopus 로고    scopus 로고
    • Modulation of phasic and tonic muscle synergies with reaching direction and speed
    • d'Avella, A., Fernandez, L., Portone, A., and Lacquaniti, F. (2008). Modulation of phasic and tonic muscle synergies with reaching direction and speed. Journal of Neurophysiology, 100(3):1433-54.
    • (2008) Journal of Neurophysiology , vol.100 , Issue.3 , pp. 1433-1454
    • D'avella, A.1    Fernandez, L.2    Portone, A.3    Lacquaniti, F.4
  • 30
  • 31
    • 83055179319 scopus 로고    scopus 로고
    • Superposition and modulation of muscle synergies for reaching in response to a change in target location
    • d'Avella, A., Portone, A., and Lacquaniti, F. (2011). Superposition and modulation of muscle synergies for reaching in response to a change in target location. Journal of Neurophysiology, 106(6):2796-812.
    • (2011) Journal of Neurophysiology , vol.106 , Issue.6 , pp. 2796-2812
    • D'avella, A.1    Portone, A.2    Lacquaniti, F.3
  • 32
    • 0037374448 scopus 로고    scopus 로고
    • Combinations of muscle synergies in the construction of a natural motor behavior
    • d'Avella, A., Saltied, P., and Bizzi, E. (2003). Combinations of muscle synergies in the construction of a natural motor behavior. Nature Neuroscience, 6(3):300-308.
    • (2003) Nature Neuroscience , vol.6 , Issue.3 , pp. 300-308
    • D'avella, A.1    Saltied, P.2    Bizzi, E.3
  • 33
    • 84898937182 scopus 로고    scopus 로고
    • Modularity in the motor system: Decomposition of muscle patterns as combinations of time-varying synergies
    • Dietterich, T., Becker, S., and Ghahramani, Z., editors, MIT press
    • d'Avella, A. and Tresch, M. C. (2002). Modularity in the motor system: decomposition of muscle patterns as combinations of time-varying synergies. In Dietterich, T., Becker, S., and Ghahramani, Z., editors, Advances in neural information processing systems, volume 14, pages 141-148. MIT press.
    • (2002) Advances In Neural Information Processing Systems , vol.14 , pp. 141-148
    • D'avella, A.1    Tresch, M.C.2
  • 34
    • 84861314078 scopus 로고    scopus 로고
    • Muscle coordination is habitual rather than optimal
    • de Rugy, A., Loeb, G. E., and Carroll, T. J. (2012). Muscle coordination is habitual rather than optimal. The Journal of Neuroscience, 32(21):7384-7391.
    • (2012) The Journal of Neuroscience , vol.32 , Issue.21 , pp. 7384-7391
    • de Rugy, A.1    Loeb, G.E.2    Carroll, T.J.3
  • 35
    • 84873907655 scopus 로고    scopus 로고
    • Quantitative evaluation of muscle synergy models: A single-trial task decoding approach
    • Delis, I., Berret, B., Pozzo, T., and Panzeri, S. (2013). Quantitative evaluation of muscle synergy models: a single-trial task decoding approach. Frontiers in Computational Neuroscience, 7:8.
    • (2013) Frontiers In Computational Neuroscience , vol.7 , pp. 8
    • Delis, I.1    Berret, B.2    Pozzo, T.3    Panzeri, S.4
  • 36
    • 77953179309 scopus 로고    scopus 로고
    • On the origins of modularity in motor control
    • Delis, I., Chiovetto, E., and Berret, B. (2010). On the origins of modularity in motor control. The Journal of Neuroscience, 30(22):7451-7452.
    • (2010) The Journal of Neuroscience , vol.30 , Issue.22 , pp. 7451-7452
    • Delis, I.1    Chiovetto, E.2    Berret, B.3
  • 39
    • 40049083998 scopus 로고    scopus 로고
    • Muscle synergies during locomotion in the cat: A model for motor cortex control
    • Drew, T., Kalaska, J., and Krouchev, N. (2008). Muscle synergies during locomotion in the cat: a model for motor cortex control. The Journal of Physiology, 586:1239-1245.
    • (2008) The Journal of Physiology , vol.586 , pp. 1239-1245
    • Drew, T.1    Kalaska, J.2    Krouchev, N.3
  • 40
    • 77955281580 scopus 로고    scopus 로고
    • Muscular synergies during motor corrections: Investigation of the latencies of muscle activities
    • Fautrelle, L., Ballay, Y., and Bonnetblanc, F. (2010). Muscular synergies during motor corrections: investigation of the latencies of muscle activities. Behavioural Brain Research, 214(2):428-36.
    • (2010) Behavioural Brain Research , vol.214 , Issue.2 , pp. 428-436
    • Fautrelle, L.1    Ballay, Y.2    Bonnetblanc, F.3
  • 41
    • 27944489902 scopus 로고    scopus 로고
    • Motor primitives in vertebrates and invertebrates
    • Flash, T. and Hochner, B. (2005). Motor primitives in vertebrates and invertebrates. Current Opinion in Neurobiology, 15(6):660-666.
    • (2005) Current Opinion In Neurobiology , vol.15 , Issue.6 , pp. 660-666
    • Flash, T.1    Hochner, B.2
  • 42
    • 80052965138 scopus 로고    scopus 로고
    • On the role of hand synergies in the optimal choice of grasping forces
    • Gabiccini, M., Bicchi, a., Prattichizzo, D., and Malvezzi, M. (2011). On the role of hand synergies in the optimal choice of grasping forces. Autonomous Robots, 31(2-3):235-252.
    • (2011) Autonomous Robots , vol.31 , Issue.2-3 , pp. 235-252
    • Gabiccini, M.1    Bicchi, A.2    Prattichizzo, D.3    Malvezzi, M.4
  • 43
    • 84872233483 scopus 로고    scopus 로고
    • Real-time synthesis of body movements based on learned primitives
    • In Cremers, D., Rosenhahn, B., and Yuille, A., editors, Springer Verlag
    • Giese, M., Mukovskiy, A., and Park, A. (2009). Real-time synthesis of body movements based on learned primitives. In Cremers, D., Rosenhahn, B., and Yuille, A., editors, Statistical and Geometrical Approaches to Visual Motion Analysis, pages 107-127. Springer Verlag.
    • (2009) Statistical and Geometrical Approaches to Visual Motion Analysis , pp. 107-127
    • Giese, M.1    Mukovskiy, A.2    Park, A.3
  • 44
    • 84875983928 scopus 로고    scopus 로고
    • Conserved temporal dynamics and vector superposition of primitives in frog wiping reflexes during spontaneous extensor deletions
    • Giszter, S. F. and Kargo, W. J. (2000). Conserved temporal dynamics and vector superposition of primitives in frog wiping reflexes during spontaneous extensor deletions. Neurocomputing, 775-783:32-33.
    • (2000) Neurocomputing , vol.775-783 , pp. 32-33
    • Giszter, S.F.1    Kargo, W.J.2
  • 45
    • 0027536285 scopus 로고
    • Convergent force fields organized in the frog's spinal cord
    • Giszter, S. F., Mussa-Ivaldi, F. A., and Bizzi, E. (1993). Convergent force fields organized in the frog's spinal cord. The Journal of Neuroscience, 13(2):467-491.
    • (1993) The Journal of Neuroscience , vol.13 , Issue.2 , pp. 467-491
    • Giszter, S.F.1    Mussa-Ivaldi, F.A.2    Bizzi, E.3
  • 46
    • 79960001535 scopus 로고    scopus 로고
    • Impulses of activation but not motor modules are preserved in the locomotion of subacute stroke patients
    • Gizzi, L., Nielsen, J.-F., Felici, F., Ivanenko, Y. P., and Farina, D. (2011). Impulses of activation but not motor modules are preserved in the locomotion of subacute stroke patients. Journal of Neurophysiology, 106(1):202-210.
    • (2011) Journal of Neurophysiology , vol.106 , Issue.1 , pp. 202-210
    • Gizzi, L.1    Nielsen, J.-F.2    Felici, F.3    Ivanenko, Y.P.4    Farina, D.5
  • 48
    • 2642584972 scopus 로고    scopus 로고
    • Modular premotor drives and unit bursts as primitives for frog motor behaviors
    • Hart, C. B. and Giszter, S. F. (2004). Modular premotor drives and unit bursts as primitives for frog motor behaviors. The Journal of Neuroscience, 24(22):5269-82.
    • (2004) The Journal of Neuroscience , vol.24 , Issue.22 , pp. 5269-5282
    • Hart, C.B.1    Giszter, S.F.2
  • 49
    • 75349098441 scopus 로고    scopus 로고
    • A neural basis for motor primitives in the spinal cord
    • Hart, C. B. and Giszter, S. F. (2010). A neural basis for motor primitives in the spinal cord. The Journal of Neuroscience, 30(4):1322-1336.
    • (2010) The Journal of Neuroscience , vol.30 , Issue.4 , pp. 1322-1336
    • Hart, C.B.1    Giszter, S.F.2
  • 50
    • 79959762458 scopus 로고    scopus 로고
    • Biologically inspired kinematic synergies enable linear balance control of a humanoid robot
    • Hauser, H., Neumann, G., Ijspeert, A. J., and Maass, W. (2011). Biologically inspired kinematic synergies enable linear balance control of a humanoid robot. Biological Cybernetics, 104(4-5):235-49.
    • (2011) Biological Cybernetics , vol.104 , Issue.4-5 , pp. 235-249
    • Hauser, H.1    Neumann, G.2    Ijspeert, A.J.3    Maass, W.4
  • 52
    • 0036039562 scopus 로고    scopus 로고
    • Primary motor cortical neurons encode functional muscle synergies
    • Holdefer, R. N. and Miller, L. E. (2002). Primary motor cortical neurons encode functional muscle synergies. Experimental Brain Research, 146(2):233-43-.
    • (2002) Experimental Brain Research , vol.146 , Issue.2 , pp. 233-243
    • Holdefer, R.N.1    Miller, L.E.2
  • 53
    • 79960021497 scopus 로고    scopus 로고
    • Consistency of muscle synergies during pedaling across different mechanical constraints
    • Hug, F., Turpin, N. a., Couturier, A., and Dorel, S. (2011). Consistency of muscle synergies during pedaling across different mechanical constraints. Journal of Neurophysiology, 106(1):91-103.
    • (2011) Journal of Neurophysiology , vol.106 , Issue.1 , pp. 91-103
    • Hug, F.1    Turpin, N.A.2    Couturier, A.3    Dorel, S.4
  • 54
    • 84875592161 scopus 로고    scopus 로고
    • Dynamical movement primitives: Learning attractor models for motor behaviors
    • Ijspeert, A. J., Nakanishi, J., Hoffmann, H., Pastor, P., and Schaal, S. (2013). Dynamical movement primitives: learning attractor models for motor behaviors. Neural Computation, 25(25):328-373.
    • (2013) Neural Computation , vol.25 , Issue.25 , pp. 328-373
    • Ijspeert, A.J.1    Nakanishi, J.2    Hoffmann, H.3    Pastor, P.4    Schaal, S.5
  • 56
    • 45349107196 scopus 로고    scopus 로고
    • Spatiotemporal organization of alpha-motoneuron activity in the human spinal cord during different gaits and gait transitions
    • Ivanenko, Y. P., Cappellini, G., Poppele, R. E., and Lacquaniti, F. (2008). Spatiotemporal organization of alpha-motoneuron activity in the human spinal cord during different gaits and gait transitions. The European Journal of Neuroscience, 27(12):3351-68.
    • (2008) The European Journal of Neuroscience , vol.27 , Issue.12 , pp. 3351-3368
    • Ivanenko, Y.P.1    Cappellini, G.2    Poppele, R.E.3    Lacquaniti, F.4
  • 58
    • 1942421758 scopus 로고    scopus 로고
    • Five basic muscle activation patterns account for muscle activity during human locomotion
    • Ivanenko, Y. P., Poppele, R. E., and Lacquaniti, F. (2004). Five basic muscle activation patterns account for muscle activity during human locomotion. The Journal of Physiology, 556(Pt 1):267-82.
    • (2004) The Journal of Physiology , vol.556 , Issue.PART 1 , pp. 267-282
    • Ivanenko, Y.P.1    Poppele, R.E.2    Lacquaniti, F.3
  • 60
    • 33644850219 scopus 로고    scopus 로고
    • Spinal cord maps of spatiotemporal alpha-motoneuron activation in humans walking at different speeds
    • Ivanenko, Y. P., Poppele, R. E., and Lacquaniti, F. (2006b). Spinal cord maps of spatiotemporal alpha-motoneuron activation in humans walking at different speeds. Journal of Neurophysiology, 95(2):602-618.
    • (2006) Journal of Neurophysiology , vol.95 , Issue.2 , pp. 602-618
    • Ivanenko, Y.P.1    Poppele, R.E.2    Lacquaniti, F.3
  • 61
    • 0034017652 scopus 로고    scopus 로고
    • Afferent roles in hindlimb wipe-reflex trajectories: Free-limb kinematics and motor patterns
    • Kargo, W. J. and Giszter, S. F. (2000a). Afferent roles in hindlimb wipe-reflex trajectories: free-limb kinematics and motor patterns. Journal of Neurophysiology, 83(3):1480-1501.
    • (2000) Journal of Neurophysiology , vol.83 , Issue.3 , pp. 1480-1501
    • Kargo, W.J.1    Giszter, S.F.2
  • 62
    • 0033999622 scopus 로고    scopus 로고
    • Rapid correction of aimed movements by summation of force-field primitives
    • Kargo, W. J. and Giszter, S. F. (2000b). Rapid correction of aimed movements by summation of force-field primitives. The Journal of Neuroscience, 20(1):409-426.
    • (2000) The Journal of Neuroscience , vol.20 , Issue.1 , pp. 409-426
    • Kargo, W.J.1    Giszter, S.F.2
  • 63
    • 40449124358 scopus 로고    scopus 로고
    • Individual premotor drive pulses, not time-varying synergies, are the units of adjustment for limb trajectories constructed in spinal cord
    • Kargo, W. J. and Giszter, S. F. (2008). Individual premotor drive pulses, not time-varying synergies, are the units of adjustment for limb trajectories constructed in spinal cord. The Journal of Neuroscience, 28(10):2409-25.
    • (2008) The Journal of Neuroscience , vol.28 , Issue.10 , pp. 2409-2425
    • Kargo, W.J.1    Giszter, S.F.2
  • 64
    • 0346118852 scopus 로고    scopus 로고
    • Early skill learning is expressed through selection and tuning of cortically represented muscle synergies
    • Kargo, W. J. and Nitz, D. A. (2003). Early skill learning is expressed through selection and tuning of cortically represented muscle synergies. The Journal of Neuroscience, 23(35):11255-11269.
    • (2003) The Journal of Neuroscience , vol.23 , Issue.35 , pp. 11255-11269
    • Kargo, W.J.1    Nitz, D.A.2
  • 65
    • 74049105575 scopus 로고    scopus 로고
    • A simple experimentally based model using proprioceptive regulation of motor primitives captures adjusted trajectory formation in spinal frogs
    • Kargo, W. J., Ramakrishnan, A., Hart, C. B., Rome, L. C., and Giszter, S. F. (2010). A simple experimentally based model using proprioceptive regulation of motor primitives captures adjusted trajectory formation in spinal frogs. Journal of Neurophysiology, 103(1):573-90.
    • (2010) Journal of Neurophysiology , vol.103 , Issue.1 , pp. 573-590
    • Kargo, W.J.1    Ramakrishnan, A.2    Hart, C.B.3    Rome, L.C.4    Giszter, S.F.5
  • 66
    • 80053623760 scopus 로고    scopus 로고
    • Learning stable non-linear dynamical systems with gaussian mixture models
    • Khansari-Zadeh, S. M. and Billard, A. (2011). Learning stable non-linear dynamical systems with gaussian mixture models. IEEE Transaction on Robotics, 27(5):943-957.
    • (2011) IEEE Transaction On Robotics , vol.27 , Issue.5 , pp. 943-957
    • Khansari-Zadeh, S.M.1    Billard, A.2
  • 67
    • 33947199401 scopus 로고    scopus 로고
    • Timing of muscle activation in a hand movement sequence
    • Klein Breteler, M. D., Simura, K. J., and Flanders, M. (2007). Timing of muscle activation in a hand movement sequence. Cerebral Cortex, 17(4):803-815.
    • (2007) Cerebral Cortex , vol.17 , Issue.4 , pp. 803-815
    • Klein, B.M.D.1    Simura, K.J.2    Flanders, M.3
  • 68
    • 0141923466 scopus 로고    scopus 로고
    • Muscle synergies during shifts of the center of pressure by standing persons: Identification of muscle modes
    • Krishnamoorthy, V., Goodman, S., Zatsiorsky, V., and Latash, M. L. (2003a). Muscle synergies during shifts of the center of pressure by standing persons: identification of muscle modes. Biological Cybernetics, 89(2):152-161.
    • (2003) Biological Cybernetics , vol.89 , Issue.2 , pp. 152-161
    • Krishnamoorthy, V.1    Goodman, S.2    Zatsiorsky, V.3    Latash, M.L.4
  • 70
    • 33749523595 scopus 로고    scopus 로고
    • Sequential activation of muscle synergies during locomotion in the intact cat as revealed by cluster analysis and direct decomposition
    • Krouchev, N., Kalaska, J. F., and Drew, T. (2006). Sequential activation of muscle synergies during locomotion in the intact cat as revealed by cluster analysis and direct decomposition. Journal of Neurophysiology, 96(4):1991-2010.
    • (2006) Journal of Neurophysiology , vol.96 , Issue.4 , pp. 1991-2010
    • Krouchev, N.1    Kalaska, J.F.2    Drew, T.3
  • 71
    • 57049169190 scopus 로고    scopus 로고
    • Endpoint force fluctuations reveal flexible rather than synergistic patterns of muscle cooperation
    • Kutch, J. J., Kuo, A. D., Bloch, A. M., and Rymer, W. Z. (2008). Endpoint force fluctuations reveal flexible rather than synergistic patterns of muscle cooperation. Journal of Neurophysiology, 100(5):2455-71.
    • (2008) Journal of Neurophysiology , vol.100 , Issue.5 , pp. 2455-2471
    • Kutch, J.J.1    Kuo, A.D.2    Bloch, A.M.3    Rymer, W.Z.4
  • 72
    • 84863692758 scopus 로고    scopus 로고
    • Challenges and new approaches to proving the existence of muscle synergies of neural origin
    • Kutch, J. J. and Valero-Cuevas, F. J. (2012). Challenges and new approaches to proving the existence of muscle synergies of neural origin. PLoS Computational Biology, 8(5):e1002434.
    • (2012) PLoS Computational Biology , vol.8 , Issue.5
    • Kutch, J.J.1    Valero-Cuevas, F.J.2
  • 74
  • 75
    • 77956187577 scopus 로고    scopus 로고
    • Motor synergies and the equilibrium-point hypothesis
    • Latash, M. L. (2010). Motor synergies and the equilibrium-point hypothesis. Motor Control, 14(3):294-322.
    • (2010) Motor Control , vol.14 , Issue.3 , pp. 294-322
    • Latash, M.L.1
  • 78
    • 0033592606 scopus 로고    scopus 로고
    • Learning the parts of objects by non-negative matrix factorization
    • Lee, D. D. and Seung, S. H. (1999). Learning the parts of objects by non-negative matrix factorization. Nature, 401:788-791.
    • (1999) Nature , vol.401 , pp. 788-791
    • Lee, D.D.1    Seung, S.H.2
  • 82
    • 84866040190 scopus 로고    scopus 로고
    • Unsupervised Learning of a Reduced Dimensional Controller for a Tendon Driven Robot Platform
    • In Ziemke, T., Balkenius, C., and Hallam, J., editors
    • Marques, H., Schaffner, P., and Kuppuswamy, N. (2012). Unsupervised Learning of a Reduced Dimensional Controller for a Tendon Driven Robot Platform. In Ziemke, T., Balkenius, C., and Hallam, J., editors, Lecture Notes in Artificial Intelligence (LNAI), pages 351-360.
    • (2012) Lecture Notes In Artificial Intelligence (LNAI) , pp. 351-360
    • Marques, H.1    Schaffner, P.2    Kuppuswamy, N.3
  • 86
    • 74449088545 scopus 로고    scopus 로고
    • Modular control of human walking: Adaptations to altered mechanical demands
    • McGowan, C. P., Neptune, R. R., Clark, D. J., and Kautz, S. a. (2010). Modular control of human walking: Adaptations to altered mechanical demands. Journal of Biomechanics, 43(3):412-9.
    • (2010) Journal of Biomechanics , vol.43 , Issue.3 , pp. 412-419
    • McGowan, C.P.1    Neptune, R.R.2    Clark, D.J.3    Kautz, S.A.4
  • 87
    • 38149008821 scopus 로고    scopus 로고
    • Functional muscle synergies constrain force production during postural tasks
    • McKay, J. L. and Ting, L. H. (2008). Functional muscle synergies constrain force production during postural tasks. Journal of Biomechanics, 41(2):299-306.
    • (2008) Journal of Biomechanics , vol.41 , Issue.2 , pp. 299-306
    • McKay, J.L.1    Ting, L.H.2
  • 88
    • 84861128879 scopus 로고    scopus 로고
    • Optimization of Muscle Activity for Task-Level Goals Predicts Complex Changes in Limb Forces across Biomechanical Contexts
    • McKay, J. L. and Ting, L. H. (2012). Optimization of Muscle Activity for Task-Level Goals Predicts Complex Changes in Limb Forces across Biomechanical Contexts. PLoS Computational Biology, 8(4):e1002465.
    • (2012) PLoS Computational Biology , vol.8 , Issue.4
    • McKay, J.L.1    Ting, L.H.2
  • 90
    • 77957847012 scopus 로고    scopus 로고
    • Age-related modifications of muscle synergies and spinal cord activity during locomotion
    • Monaco, V., Ghionzoli, A., and Micera, S. (2010). Age-related modifications of muscle synergies and spinal cord activity during locomotion. Journal of Neurophysiology, 104(4):2092-2102.
    • (2010) Journal of Neurophysiology , vol.104 , Issue.4 , pp. 2092-2102
    • Monaco, V.1    Ghionzoli, A.2    Micera, S.3
  • 91
    • 77949681024 scopus 로고    scopus 로고
    • Identifying Representative Synergy Matrices for Describing Muscular Activation Patterns During Multidirectional Reaching in the Horizontal Plane
    • Muceli, S., Boye, A. T., d'Avella, A., and Farina, D. (2010). Identifying Representative Synergy Matrices for Describing Muscular Activation Patterns During Multidirectional Reaching in the Horizontal Plane. Journal of Neurophysiology, 103(3):1532.
    • (2010) Journal of Neurophysiology , vol.103 , Issue.3 , pp. 1532
    • Muceli, S.1    Boye, A.T.2    D'avella, A.3    Farina, D.4
  • 94
    • 0034731266 scopus 로고    scopus 로고
    • Motor learning through the combination of primitives. Philosophical Transactions of the Royal Society of London
    • Mussa-Ivaldi, F. A. and Bizzi, E. (2000). Motor learning through the combination of primitives. Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences, 355(1404):1755-1769.
    • (2000) Series B: Biological Sciences , vol.355 , Issue.1404 , pp. 1755-1769
    • Mussa-Ivaldi, F.A.1    Bizzi, E.2
  • 95
    • 0027030608 scopus 로고
    • Vector field approximation: A computational paradigm for motor control and learning
    • Mussa-Ivaldi, F. A. and Giszter, S. F. (1992). Vector field approximation: a computational paradigm for motor control and learning. Biological Cybernetics, 67(6):491-500.
    • (1992) Biological Cybernetics , vol.67 , Issue.6 , pp. 491-500
    • Mussa-Ivaldi, F.A.1    Giszter, S.F.2
  • 97
    • 84865785720 scopus 로고    scopus 로고
    • Flexible cortical control of task-specific muscle synergies
    • Nazarpour, K., Barnard, A., and Jackson, A. (2012). Flexible cortical control of task-specific muscle synergies. The Journal of Neuroscience, 32(36):12349-12360.
    • (2012) The Journal of Neuroscience , vol.32 , Issue.36 , pp. 12349-12360
    • Nazarpour, K.1    Barnard, A.2    Jackson, A.3
  • 98
    • 67349250496 scopus 로고    scopus 로고
    • Modular control of human walking: A simulation study
    • Neptune, R. R., Clark, D. J., and Kautz, S. A. (2009). Modular control of human walking: a simulation study. Journal of Biomechanics, 42(9):1282-7.
    • (2009) Journal of Biomechanics , vol.42 , Issue.9 , pp. 1282-1287
    • Neptune, R.R.1    Clark, D.J.2    Kautz, S.A.3
  • 100
    • 27744600135 scopus 로고    scopus 로고
    • A control theory approach to the analysis and synthesis of the experimentally observed motion primitives
    • Nori, F. and Frezza, R. (2005). A control theory approach to the analysis and synthesis of the experimentally observed motion primitives. Biological Cybernetics, 93(5):323-342.
    • (2005) Biological Cybernetics , vol.93 , Issue.5 , pp. 323-342
    • Nori, F.1    Frezza, R.2
  • 101
    • 84875985373 scopus 로고    scopus 로고
    • Exploiting motor modules in modular contexts in humanoid robotics
    • In Schuster, A., editor, Springer London
    • Nori, F., Metta, G., and Sandini, G. (2008). Exploiting motor modules in modular contexts in humanoid robotics. In Schuster, A., editor, Robust Intelligent Systems, pages 209-229. Springer London.
    • (2008) Robust Intelligent Systems , pp. 209-229
    • Nori, F.1    Metta, G.2    Sandini, G.3
  • 102
    • 84871399921 scopus 로고    scopus 로고
    • Microstimulation activates a handful of muscle synergies
    • Overduin, S. A., d'Avella, A., Carmena, J. M., and Bizzi, E. (2012). Microstimulation activates a handful of muscle synergies. Neuron, 76:1071-1077.
    • (2012) Neuron , vol.76 , pp. 1071-1077
    • Overduin, S.A.1    D'avella, A.2    Carmena, J.M.3    Bizzi, E.4
  • 103
    • 38549167045 scopus 로고    scopus 로고
    • Modulation of muscle synergy recruitment in primate grasping
    • Overduin, S. A., d'Avella, A., Roh, J., and Bizzi, E. (2008). Modulation of muscle synergy recruitment in primate grasping. The Journal of Neuroscience, 28(4):880-892.
    • (2008) The Journal of Neuroscience , vol.28 , Issue.4 , pp. 880-892
    • Overduin, S.A.1    D'avella, A.2    Roh, J.3    Bizzi, E.4
  • 106
    • 47549111169 scopus 로고    scopus 로고
    • Interactions with compliant loads alter stretch reflex gains but not intermuscular coordination
    • Perreault, E. J., Chen, K., Trumbower, R. D., and Lewis, G. (2008). Interactions with compliant loads alter stretch reflex gains but not intermuscular coordination. Journal of Neurophysiology, 99(5):2101-2113.
    • (2008) Journal of Neurophysiology , vol.99 , Issue.5 , pp. 2101-2113
    • Perreault, E.J.1    Chen, K.2    Trumbower, R.D.3    Lewis, G.4
  • 108
    • 58749109280 scopus 로고    scopus 로고
    • Three-dimensional arm movements at constant equi-affine speed
    • Pollick, F. E., Maoz, U., Handzelc, A. A., Giblind, P. J., Sapiroe, G., and Flashc, T. (2009). Three-dimensional arm movements at constant equi-affine speed. Cortex, 45(3):325-339.
    • (2009) Cortex , vol.45 , Issue.3 , pp. 325-339
    • Pollick, F.E.1    Maoz, U.2    Handzelc, A.A.3    Giblind, P.J.4    Sapiroe, G.5    Flashc, T.6
  • 109
    • 60549113334 scopus 로고    scopus 로고
    • Extracting information by neuronal populations:Information theory and decoding approaches
    • Quiroga, R. Q. and Panzeri, S. (2009). Extracting information by neuronal populations:information theory and decoding approaches. Nature Reviews Neuroscience, 10:173-185.
    • (2009) Nature Reviews Neuroscience , vol.10 , pp. 173-185
    • Quiroga, R.Q.1    Panzeri, S.2
  • 110
    • 84865812149 scopus 로고    scopus 로고
    • Extracting synergies in gait: Using emg variability to evaluate control strategies
    • Ranganathan, R. and Krishnan, C. (2012). Extracting synergies in gait: using emg variability to evaluate control strategies. Journal of Neurophysiology, 108(5):1537-1544.
    • (2012) Journal of Neurophysiology , vol.108 , Issue.5 , pp. 1537-1544
    • Ranganathan, R.1    Krishnan, C.2
  • 111
    • 80052568956 scopus 로고    scopus 로고
    • Modules in the brain stem and spinal cord underlying motor behaviors
    • Roh, J., Cheung, V. C. K., and Bizzi, E. (2011). Modules in the brain stem and spinal cord underlying motor behaviors. Journal of Neurophysiology, 106(3):1363-78.
    • (2011) Journal of Neurophysiology , vol.106 , Issue.3 , pp. 1363-1378
    • Roh, J.1    Cheung, V.C.K.2    Bizzi, E.3
  • 112
    • 84859747942 scopus 로고    scopus 로고
    • Robustness of muscle synergies underlying three dimensional force generation at the hand in healthy humans
    • Roh, J., Rymer, W. Z., and Beer, R. F. (2012). Robustness of muscle synergies underlying three dimensional force generation at the hand in healthy humans. Journal of Neurophysiology, 107(8):2123-2142.
    • (2012) Journal of Neurophysiology , vol.107 , Issue.8 , pp. 2123-2142
    • Roh, J.1    Rymer, W.Z.2    Beer, R.F.3
  • 113
    • 84873397223 scopus 로고    scopus 로고
    • Alterations in upper limb muscle synergy structure in chronic stroke survivors
    • Roh, J., Rymer, W. Z., Perreault, E. J., Yoo, S. B., and Beer, R. F. (2013). Alterations in upper limb muscle synergy structure in chronic stroke survivors. Journal of Neurophysiology, 109(3):768-781.
    • (2013) Journal of Neurophysiology , vol.109 , Issue.3 , pp. 768-781
    • Roh, J.1    Rymer, W.Z.2    Perreault, E.J.3    Yoo, S.B.4    Beer, R.F.5
  • 115
    • 84255182593 scopus 로고    scopus 로고
    • Task-level feedback can explain temporal recruitment of spatially fixed muscle synergies throughout postural perturbations
    • Safavynia, S. A. and Ting, L. H. (2012). Task-level feedback can explain temporal recruitment of spatially fixed muscle synergies throughout postural perturbations. Journal of Neurophysiology, 107(1):159-177.
    • (2012) Journal of Neurophysiology , vol.107 , Issue.1 , pp. 159-177
    • Safavynia, S.A.1    Ting, L.H.2
  • 116
    • 0035129630 scopus 로고    scopus 로고
    • Muscle synergies encoded within the spinal cord: Evidence from focal intraspinal NMDA iontophoresis in the frog
    • Saltiel, P., Wyler-Duda, K., D'Avella, A., Tresch, M. C., and Bizzi, E. (2001). Muscle synergies encoded within the spinal cord: evidence from focal intraspinal NMDA iontophoresis in the frog. Journal of Neurophysiology, 85(2):605-619.
    • (2001) Journal of Neurophysiology , vol.85 , Issue.2 , pp. 605-619
    • Saltiel, P.1    Wyler-Duda, K.2    D'avella, A.3    Tresch, M.C.4    Bizzi, E.5
  • 118
    • 0347064157 scopus 로고    scopus 로고
    • Synergy, redundancy, and independence in population codes
    • Schneidman, E., Bialek, W., and II, M. J. B. (2003). Synergy, redundancy, and independence in population codes. The Journal of Neuroscience, 23(37):11539-11553.
    • (2003) The Journal of Neuroscience , vol.23 , Issue.37 , pp. 11539-11553
    • Schneidman, E.1    Bialek, W.2    Ii, M.J.B.3
  • 119
    • 36749055187 scopus 로고    scopus 로고
    • Motor pattern deletions and modular organization of turtle spinal cord
    • Stein, P. S. G. (2008). Motor pattern deletions and modular organization of turtle spinal cord. Brain Research Reviews, 57(1):118-124.
    • (2008) Brain Research Reviews , vol.57 , Issue.1 , pp. 118-124
    • Stein, P.S.G.1
  • 121
    • 79956271378 scopus 로고    scopus 로고
    • Decomposing muscle activity in motor tasks: Methods and interpretation
    • In Danion, F. and Latash, M. L., editors, chapter 5, Oxford University Press
    • Ting, L. H. and Chvatal, S. A. (2010). Decomposing muscle activity in motor tasks: methods and interpretation. In Danion, F. and Latash, M. L., editors, Motor Control: Theories, Experiments, and Applications, chapter 5, pages 102-138. Oxford University Press.
    • (2010) Motor Control: Theories, Experiments, and Applications , pp. 102-138
    • Ting, L.H.1    Chvatal, S.A.2
  • 122
    • 14544271634 scopus 로고    scopus 로고
    • A limited set of muscle synergies for force control during a postural task
    • Ting, L. H. and Macpherson, J. M. (2005). A limited set of muscle synergies for force control during a postural task. Journal of Neurophysiology, 93(1):609-613.
    • (2005) Journal of Neurophysiology , vol.93 , Issue.1 , pp. 609-613
    • Ting, L.H.1    Macpherson, J.M.2
  • 125
    • 28044474086 scopus 로고    scopus 로고
    • From task parameters to motor synergies: A hierarchical framework for approximately-optimal control of redundant manipulators
    • Todorov, E., Li, W., and Pan, X. (2005). From task parameters to motor synergies: A hierarchical framework for approximately-optimal control of redundant manipulators. Journal of Robotic Systems, 22(11):691-710.
    • (2005) Journal of Robotic Systems , vol.22 , Issue.11 , pp. 691-710
    • Todorov, E.1    Li, W.2    Pan, X.3
  • 126
    • 33748527165 scopus 로고    scopus 로고
    • Muscle synergy organization is robust across a variety of postural perturbations
    • Torres-Oviedo, G., Macpherson, J. M., and Ting, L. H. (2006). Muscle synergy organization is robust across a variety of postural perturbations. Journal of Neurophysiology, 96(3):1530-46.
    • (2006) Journal of Neurophysiology , vol.96 , Issue.3 , pp. 1530-1546
    • Torres-Oviedo, G.1    Macpherson, J.M.2    Ting, L.H.3
  • 127
    • 35348895591 scopus 로고    scopus 로고
    • Muscle synergies characterizing human postural responses
    • Torres-Oviedo, G. and Ting, L. H. (2007). Muscle synergies characterizing human postural responses. Journal of Neurophysiology, 98(4):2144-56.
    • (2007) Journal of Neurophysiology , vol.98 , Issue.4 , pp. 2144-2156
    • Torres-Oviedo, G.1    Ting, L.H.2
  • 128
    • 77953509203 scopus 로고    scopus 로고
    • Subject-specific muscle synergies in human balance control are consistent across different biomechanical contexts
    • Torres-Oviedo, G. and Ting, L. H. (2010). Subject-specific muscle synergies in human balance control are consistent across different biomechanical contexts. Journal of Neurophysiology, 103(6):3084-3098.
    • (2010) Journal of Neurophysiology , vol.103 , Issue.6 , pp. 3084-3098
    • Torres-Oviedo, G.1    Ting, L.H.2
  • 129
    • 72549112263 scopus 로고    scopus 로고
    • The case for and against muscle synergies
    • Tresch, M. and Jarc, A. (2009). The case for and against muscle synergies. Current Opinion in Neurobiology, 19(6):601-607.
    • (2009) Current Opinion In Neurobiology , vol.19 , Issue.6 , pp. 601-607
    • Tresch, M.1    Jarc, A.2
  • 130
    • 33646196851 scopus 로고    scopus 로고
    • Matrix factorization algorithms for the identification of muscle synergies: Evaluation on simulated and experimental data sets
    • Tresch, M. C., Cheung, V. C., and d'Avella, A. (2006). Matrix factorization algorithms for the identification of muscle synergies: evaluation on simulated and experimental data sets. Journal of Neurophysiology, 95(4):2199-212-.
    • (2006) Journal of Neurophysiology , vol.95 , Issue.4 , pp. 2199-2212
    • Tresch, M.C.1    Cheung, V.C.2    D'avella, A.3
  • 131
    • 0033365630 scopus 로고    scopus 로고
    • The construction of movement by the spinal cord
    • Tresch, M. C., Saltiel, P., and Bizzi, E. (1999). The construction of movement by the spinal cord. Nature Neuroscience, 2(2):162-7.
    • (1999) Nature Neuroscience , vol.2 , Issue.2 , pp. 162-167
    • Tresch, M.C.1    Saltiel, P.2    Bizzi, E.3
  • 132
    • 0036824324 scopus 로고    scopus 로고
    • Coordination and localization in spinal motor systems
    • Tresch, M. C., Saltiel, P., D'Avella, A., and Bizzi, E. (2002). Coordination and localization in spinal motor systems. Brain Research Reviews, 40(1-3):66-79.
    • (2002) Brain Research Reviews , vol.40 , Issue.1-3 , pp. 66-79
    • Tresch, M.C.1    Saltiel, P.2    D'avella, A.3    Bizzi, E.4
  • 133
    • 67649583171 scopus 로고    scopus 로고
    • Structured Variability of Muscle Activations Supports the Minimal Intervention Principle of Motor Control
    • Valero-Cuevas, F. J., Venkadesan, M., and Todorov, E. (2009). Structured Variability of Muscle Activations Supports the Minimal Intervention Principle of Motor Control. Journal of Neurophysiology, 102(1):59-68.
    • (2009) Journal of Neurophysiology , vol.102 , Issue.1 , pp. 59-68
    • Valero-Cuevas, F.J.1    Venkadesan, M.2    Todorov, E.3
  • 134
    • 3042590347 scopus 로고    scopus 로고
    • Muscular and postural synergies of the human hand
    • Weiss, E. J. and Flanders, M. (2004). Muscular and postural synergies of the human hand. Journal of Neurophysiology, 92(1):523-535.
    • (2004) Journal of Neurophysiology , vol.92 , Issue.1 , pp. 523-535
    • Weiss, E.J.1    Flanders, M.2
  • 135
    • 39149091042 scopus 로고    scopus 로고
    • A feedback model reproduces muscle activity during human postural responses to support surface translations
    • Welch, T. D. J. and Ting, L. H. (2007). A feedback model reproduces muscle activity during human postural responses to support surface translations. Journal of Neurophysiology, 99(2):1032-1038.
    • (2007) Journal of Neurophysiology , vol.99 , Issue.2 , pp. 1032-1038
    • Welch, T.D.J.1    Ting, L.H.2
  • 136
    • 78651441255 scopus 로고    scopus 로고
    • Sequential activation of motor cortical neurons contributes to intralimb coordination during reaching in the cat by modulating muscle synergies
    • Yakovenko, S., Krouchev, N., and Drew, T. (2010). Sequential activation of motor cortical neurons contributes to intralimb coordination during reaching in the cat by modulating muscle synergies. Journal of Neurophysiology, 105(1):388-409-.
    • (2010) Journal of Neurophysiology , vol.105 , Issue.1 , pp. 388-409
    • Yakovenko, S.1    Krouchev, N.2    Drew, T.3
  • 137
    • 33847797275 scopus 로고    scopus 로고
    • Integrating discriminant and descriptive information for dimension reduction and classification
    • Yu, J., Tian, Q., Rui, T., and Huang, T. S. (2007). Integrating discriminant and descriptive information for dimension reduction and classification. IEEE Transactions on Circuits and Systems for Video Technology, 17(3):372-377.
    • (2007) IEEE Transactions On Circuits and Systems For Video Technology , vol.17 , Issue.3 , pp. 372-377
    • Yu, J.1    Tian, Q.2    Rui, T.3    Huang, T.S.4


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