메뉴 건너뛰기




Volumn 21, Issue 8, 2008, Pages 1112-1131

Variational Bayesian least squares: An application to brain-machine interface data

Author keywords

Brain machine interfaces; Dimensionality reduction; EMG prediction; Feature selection; High dimensional regression; Linear models; Statistical learning; Variational Bayesian methods

Indexed keywords

BRAIN-MACHINE INTERFACES; DIMENSIONALITY REDUCTION; EMG PREDICTION; FEATURE SELECTION; HIGH-DIMENSIONAL REGRESSION; LINEAR MODELS; STATISTICAL LEARNING; VARIATIONAL BAYESIAN METHODS;

EID: 53249115199     PISSN: 08936080     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neunet.2008.06.012     Document Type: Article
Times cited : (27)

References (44)
  • 2
    • 0029950622 scopus 로고    scopus 로고
    • Corticomotoneuronal contribution to the fractionation of muscle activity during precision grip in the monkey
    • Bennett K.M., and Lemon R. Corticomotoneuronal contribution to the fractionation of muscle activity during precision grip in the monkey. Journal of Neurophysiology 75 (1996) 1826-1842
    • (1996) Journal of Neurophysiology , vol.75 , pp. 1826-1842
    • Bennett, K.M.1    Lemon, R.2
  • 4
    • 0033360081 scopus 로고    scopus 로고
    • Real-time control of a robot arm using simultaneously recorded neurons in the motor cortex
    • Chapin J.K., Moxon K.A., Markowitz R.S., and Nicolelis M.A. Real-time control of a robot arm using simultaneously recorded neurons in the motor cortex. Nature Neuroscience 2 7 (1999) 664-670
    • (1999) Nature Neuroscience , vol.2 , Issue.7 , pp. 664-670
    • Chapin, J.K.1    Moxon, K.A.2    Markowitz, R.S.3    Nicolelis, M.A.4
  • 6
    • 85004844353 scopus 로고
    • Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables
    • Derksen S., and Keselman H. Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables. British Journal of Mathematical and Statistical Psychology 45 (1992) 265-282
    • (1992) British Journal of Mathematical and Statistical Psychology , vol.45 , pp. 265-282
    • Derksen, S.1    Keselman, H.2
  • 10
    • 84952149204 scopus 로고
    • A statistical view of some chemometric regression tools
    • Frank I., and Friedman J. A statistical view of some chemometric regression tools. Technometrics 35 (1993) 109-135
    • (1993) Technometrics , vol.35 , pp. 109-135
    • Frank, I.1    Friedman, J.2
  • 14
    • 17844361888 scopus 로고    scopus 로고
    • Predicting the orientation of invisible stimuli from activity in human primary visual cortex
    • Haynes J., and Rees G. Predicting the orientation of invisible stimuli from activity in human primary visual cortex. Nature Neuroscience 8 (2005) 686
    • (2005) Nature Neuroscience , vol.8 , pp. 686
    • Haynes, J.1    Rees, G.2
  • 15
    • 33746160271 scopus 로고    scopus 로고
    • Neuronal ensemble control of prosthetic devices by a human with tetraplegia
    • Hochberg L.R., Serruya M.D., Friehs G.M., Mukand J.A., Saleh M., Caplan A.H., et al. Neuronal ensemble control of prosthetic devices by a human with tetraplegia. Nature 442 7099 (2006) 164-171
    • (2006) Nature , vol.442 , Issue.7099 , pp. 164-171
    • Hochberg, L.R.1    Serruya, M.D.2    Friehs, G.M.3    Mukand, J.A.4    Saleh, M.5    Caplan, A.H.6
  • 16
    • 84942484786 scopus 로고
    • Ridge regression: Biased estimation for nonorthogonal problems
    • Hoerl A., and Kennard R.W. Ridge regression: Biased estimation for nonorthogonal problems. Technometrics 12 3 (1970) 55-67
    • (1970) Technometrics , vol.12 , Issue.3 , pp. 55-67
    • Hoerl, A.1    Kennard, R.W.2
  • 17
    • 4043084564 scopus 로고    scopus 로고
    • Tutorial on variational approximation methods
    • Saad D., and Opper M. (Eds), MIT Press
    • Jaakkola T. Tutorial on variational approximation methods. In: Saad D., and Opper M. (Eds). Advanced mean field methods: Theory and practice (2000), MIT Press
    • (2000) Advanced mean field methods: Theory and practice
    • Jaakkola, T.1
  • 19
    • 0032822129 scopus 로고    scopus 로고
    • Muscle and movement representations in the primary motor cortex
    • Kakei S., Hoffman D., and Strick P. Muscle and movement representations in the primary motor cortex. Science 285 (1999) 2136-2139
    • (1999) Science , vol.285 , pp. 2136-2139
    • Kakei, S.1    Hoffman, D.2    Strick, P.3
  • 20
    • 0034816944 scopus 로고    scopus 로고
    • Direction of action is represented in the ventral premotor cortex
    • Kakei S., Hoffman D., and Strick P. Direction of action is represented in the ventral premotor cortex. Nature Neuroscience 4 (2001) 1020-1025
    • (2001) Nature Neuroscience , vol.4 , pp. 1020-1025
    • Kakei, S.1    Hoffman, D.2    Strick, P.3
  • 21
    • 17844380475 scopus 로고    scopus 로고
    • Decoding the visual and subjective contents of the human brain
    • Kamitani Y., and Tong F. Decoding the visual and subjective contents of the human brain. Nature Neuroscience 8 (2004) 679
    • (2004) Nature Neuroscience , vol.8 , pp. 679
    • Kamitani, Y.1    Tong, F.2
  • 22
    • 33747876221 scopus 로고    scopus 로고
    • Brain-machine interfaces: Past, present and future
    • Lebedev M.A., and Nicolelis M.A. Brain-machine interfaces: Past, present and future. Trends in Neuroscience 29 9 (2006) 536-546
    • (2006) Trends in Neuroscience , vol.29 , Issue.9 , pp. 536-546
    • Lebedev, M.A.1    Nicolelis, M.A.2
  • 24
    • 0000957593 scopus 로고
    • Principal component regression in exploratory statistical research
    • Massey W. Principal component regression in exploratory statistical research. Journal of the American Statistical Association 60 (1965) 234-246
    • (1965) Journal of the American Statistical Association , vol.60 , pp. 234-246
    • Massey, W.1
  • 25
    • 0031739639 scopus 로고    scopus 로고
    • Corticomotoneuronal postspike effects in shoulder, elbow, wrist, digit, and intrinsic hand muscles during a reach and prehension task
    • McKiernan B.J., Marcario J.K., Karrer J.H., and Cheney P.D. Corticomotoneuronal postspike effects in shoulder, elbow, wrist, digit, and intrinsic hand muscles during a reach and prehension task. Journal of Neurophysiology 80 (1998) 1961-1980
    • (1998) Journal of Neurophysiology , vol.80 , pp. 1961-1980
    • McKiernan, B.J.1    Marcario, J.K.2    Karrer, J.H.3    Cheney, P.D.4
  • 26
    • 0037390756 scopus 로고    scopus 로고
    • Prediction of muscle activity by populations of sequentially recorded primary motor cortex neurons
    • Morrow M.M., and Miller L.E. Prediction of muscle activity by populations of sequentially recorded primary motor cortex neurons. Journal of Neurophysiology 89 (2003) 2279-2288
    • (2003) Journal of Neurophysiology , vol.89 , pp. 2279-2288
    • Morrow, M.M.1    Miller, L.E.2
  • 28
    • 53249110046 scopus 로고    scopus 로고
    • Neal, R. (1994). Bayesian learning for neural networks. Ph.D. thesis. Dept. of Computer Science, University of Toronto
    • Neal, R. (1994). Bayesian learning for neural networks. Ph.D. thesis. Dept. of Computer Science, University of Toronto
  • 29
    • 0035905783 scopus 로고    scopus 로고
    • Actions from thoughts
    • Nicolelis M. Actions from thoughts. Nature 409 (2001) 403-407
    • (2001) Nature , vol.409 , pp. 403-407
    • Nicolelis, M.1
  • 31
    • 0000147488 scopus 로고    scopus 로고
    • Online model selection based on the variational Bayes
    • Sato M. Online model selection based on the variational Bayes. Neural Computation 13 7 (2001) 1649-1681
    • (2001) Neural Computation , vol.13 , Issue.7 , pp. 1649-1681
    • Sato, M.1
  • 32
    • 0034131785 scopus 로고    scopus 로고
    • Online EM algorithm for the normalized Gaussian network
    • Sato M., and Ishii S. Online EM algorithm for the normalized Gaussian network. Neural Computation 12 2 (2000) 407-432
    • (2000) Neural Computation , vol.12 , Issue.2 , pp. 407-432
    • Sato, M.1    Ishii, S.2
  • 34
    • 0031790064 scopus 로고    scopus 로고
    • Changes in the temporal pattern of primary motor cortex activity in a directional isometric force versus limb movement task
    • Sergio L., and Kalaska J. Changes in the temporal pattern of primary motor cortex activity in a directional isometric force versus limb movement task. Journal of Neurophysiology 80 (1998) 1577-1583
    • (1998) Journal of Neurophysiology , vol.80 , pp. 1577-1583
    • Sergio, L.1    Kalaska, J.2
  • 35
    • 34250487811 scopus 로고
    • Gaussian elimination is not optimal
    • Strassen V. Gaussian elimination is not optimal. Num Mathematik 13 (1969) 354-356
    • (1969) Num Mathematik , vol.13 , pp. 354-356
    • Strassen, V.1
  • 36
    • 0037036102 scopus 로고    scopus 로고
    • Direct cortical control of 3D neuroprosthetic devices
    • Taylor D., Tillery S., and Schwartz A. Direct cortical control of 3D neuroprosthetic devices. Science 296 (2002) 1829-1932
    • (2002) Science , vol.296 , pp. 1829-1932
    • Taylor, D.1    Tillery, S.2    Schwartz, A.3
  • 39
    • 0001224048 scopus 로고    scopus 로고
    • Sparse Bayesian learning and the relevance vector machine
    • Tipping M.E. Sparse Bayesian learning and the relevance vector machine. Journal of Machine Learning Research 1 (2001) 211-244
    • (2001) Journal of Machine Learning Research , vol.1 , pp. 211-244
    • Tipping, M.E.1
  • 40
    • 0034029092 scopus 로고    scopus 로고
    • Direct cortical control of muscle activation in voluntary arm movements: A model
    • Todorov E. Direct cortical control of muscle activation in voluntary arm movements: A model. Nature Neuroscience 3 (2000) 391-398
    • (2000) Nature Neuroscience , vol.3 , pp. 391-398
    • Todorov, E.1
  • 41
    • 33751255659 scopus 로고    scopus 로고
    • Linear encoding of muscle activity in primary motor cortex and cerebellum
    • Townsend B., Paninski L., and Lemon R. Linear encoding of muscle activity in primary motor cortex and cerebellum. Journal of Neurophysiology 96 (2006) 2578-2592
    • (2006) Journal of Neurophysiology , vol.96 , pp. 2578-2592
    • Townsend, B.1    Paninski, L.2    Lemon, R.3
  • 42
    • 3242880373 scopus 로고    scopus 로고
    • Optimizing a linear algorithm for real-time robotic control using chronic cortical ensemble recordings in monkeys
    • Wessberg J., and Nicolelis M. Optimizing a linear algorithm for real-time robotic control using chronic cortical ensemble recordings in monkeys. Journal of Cognitive Neuroscience 16 (2004) 1022-1035
    • (2004) Journal of Cognitive Neuroscience , vol.16 , pp. 1022-1035
    • Wessberg, J.1    Nicolelis, M.2
  • 43
    • 0002692783 scopus 로고
    • Soft modeling by latent variables: The nonlinear iterative partial least squares approach
    • Gani J. (Ed), Academic Press, London
    • Wold H. Soft modeling by latent variables: The nonlinear iterative partial least squares approach. In: Gani J. (Ed). Perspectives in probability and statistics, papers in honor of M.S. Bartlett (1975), Academic Press, London
    • (1975) Perspectives in probability and statistics, papers in honor of M.S. Bartlett
    • Wold, H.1
  • 44
    • 11144248238 scopus 로고    scopus 로고
    • Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans
    • Wolpaw J., and McFarland D. Control of a two-dimensional movement signal by a noninvasive brain-computer interface in humans. Proceedings of the National Academy of Sciences 101 (2004) 17849-17854
    • (2004) Proceedings of the National Academy of Sciences , vol.101 , pp. 17849-17854
    • Wolpaw, J.1    McFarland, D.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.