메뉴 건너뛰기




Volumn 52, Issue 7, 2005, Pages 1312-1322

Statistical encoding model for a primary motor cortical brain-machine interface

Author keywords

Discrete distribution; LN model; Neural decoding; Neuroprosthetics; Sequential Monte Carlo

Indexed keywords

HUMAN COMPUTER INTERACTION; KINEMATICS; MATHEMATICAL MODELS; MATHEMATICAL TRANSFORMATIONS; NEUROLOGY; STATISTICAL METHODS; TIME VARYING SYSTEMS;

EID: 22044446344     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/TBME.2005.847542     Document Type: Article
Times cited : (80)

References (57)
  • 1
    • 0020401276 scopus 로고
    • On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex
    • A. P. Georgopoulos, J. F. Kalaska, R. Caminiti, and J. T. Massey, "On the relations between the direction of two-dimensional arm movements and cell discharge in primate motor cortex," J. Neurosci., vol. 2, pp. 1527-1537, 1982.
    • (1982) J. Neurosci. , vol.2 , pp. 1527-1537
    • Georgopoulos, A.P.1    Kalaska, J.F.2    Caminiti, R.3    Massey, J.T.4
  • 2
    • 0015503889 scopus 로고
    • Relating motor cortex spike trains to measures of motor performance
    • D. R. Humphrey, "Relating motor cortex spike trains to measures of motor performance," Brain Res., vol. 40, pp. 7-18, 1972.
    • (1972) Brain Res. , vol.40 , pp. 7-18
    • Humphrey, D.R.1
  • 3
    • 0034029092 scopus 로고    scopus 로고
    • Direct cortical control of muscle activation in voluntary arm movements: A model
    • E. Todorov, "Direct cortical control of muscle activation in voluntary arm movements: A model," Nat. Neurosci., vol. 3, pp. 391-398, 2000.
    • (2000) Nat. Neurosci. , vol.3 , pp. 391-398
    • Todorov, E.1
  • 4
    • 0023714895 scopus 로고
    • Do neurons in the motor cortex encode movement direction? An alternative hypothesis
    • F. A. Mussa-Ivaldi, "Do neurons in the motor cortex encode movement direction? An alternative hypothesis," Neurosci. Lett., vol. 91, pp. 106-111, 1988.
    • (1988) Neurosci. Lett. , vol.91 , pp. 106-111
    • Mussa-Ivaldi, F.A.1
  • 5
    • 0001807771 scopus 로고
    • Theoretical considerations for the analysis of population coding in motor cortex
    • T. D. Sanger, "Theoretical considerations for the analysis of population coding in motor cortex," Neural Comput., vol. 6, pp. 29-37, 1994.
    • (1994) Neural Comput. , vol.6 , pp. 29-37
    • Sanger, T.D.1
  • 6
    • 0032530363 scopus 로고    scopus 로고
    • A statistical paradigm for neural spike train decoding applied to position prediction from ensemble firing patterns of rat hippocampal place cells
    • E. N. Brown, L. M. Frank, D. Tang, M. C. Quirk, and M. A. Wilson, "A statistical paradigm for neural spike train decoding applied to position prediction from ensemble firing patterns of rat hippocampal place cells," J. Neurosci., vol. 18, pp. 7411-7425, 1998.
    • (1998) J. Neurosci. , vol.18 , pp. 7411-7425
    • Brown, E.N.1    Frank, L.M.2    Tang, D.3    Quirk, M.C.4    Wilson, M.A.5
  • 7
    • 0035970024 scopus 로고    scopus 로고
    • Construction and analysis of nonpoisson stimulus-response models of neural spiking activity
    • R. Barbieri, M. C. Quirk, L. M. Frank, M. A. Wilson, and E. N. Brown, "Construction and analysis of nonpoisson stimulus-response models of neural spiking activity," J. Neurosci. Methods, vol. 105, pp. 25-37, 2001.
    • (2001) J. Neurosci. Methods , vol.105 , pp. 25-37
    • Barbieri, R.1    Quirk, M.C.2    Frank, L.M.3    Wilson, M.A.4    Brown, E.N.5
  • 8
    • 0036482863 scopus 로고    scopus 로고
    • The time-rescaling theorem and its application to neural spike train data analysis
    • E. N. Brown, R. Barbieri, V. Ventura, R. Kass, and L. M. Frank, "The time-rescaling theorem and its application to neural spike train data analysis," Neural Comput., vol. 14, pp. 325-346, 2001.
    • (2001) Neural Comput. , vol.14 , pp. 325-346
    • Brown, E.N.1    Barbieri, R.2    Ventura, V.3    Kass, R.4    Frank, L.M.5
  • 9
    • 0023034513 scopus 로고
    • Neuronal population coding of movement direction
    • A. P. Georgopoulos, A. B. Schwartz, and R. E. Kettner, "Neuronal population coding of movement direction," Science, vol. 233, pp. 1416-1419, 1986.
    • (1986) Science , vol.233 , pp. 1416-1419
    • Georgopoulos, A.P.1    Schwartz, A.B.2    Kettner, R.E.3
  • 10
    • 0028457488 scopus 로고
    • Vector reconstruction from firing rates
    • E. Salinas and L. F. Abbott, "Vector reconstruction from firing rates," J. Comput. Neurosci., vol. 1, pp. 89-107, 1994.
    • (1994) J. Comput. Neurosci. , vol.1 , pp. 89-107
    • Salinas, E.1    Abbott, L.F.2
  • 11
    • 0029992583 scopus 로고    scopus 로고
    • Probability density estimation for the interpretation of neural population codes
    • T. D. Sanger, "Probability density estimation for the interpretation of neural population codes," J. Neurophysiol., vol. 76, pp. 2790-2793, 1996.
    • (1996) J. Neurophysiol. , vol.76 , pp. 2790-2793
    • Sanger, T.D.1
  • 13
    • 0029805867 scopus 로고    scopus 로고
    • A simulated actuator driven by motor cortical signals
    • A. V. Lukashin, B. R. Amirikian, and A. P. Georgopoulos, "A simulated actuator driven by motor cortical signals," Neuroreport, vol. 7, pp. 2597-2601, 1996.
    • (1996) Neuroreport , vol.7 , pp. 2597-2601
    • Lukashin, A.V.1    Amirikian, B.R.2    Georgopoulos, A.P.3
  • 14
    • 0036828974 scopus 로고    scopus 로고
    • Connecting cortex to machines: Recent advances in brain interfaces
    • J. P. Donoghue, "Connecting cortex to machines: Recent advances in brain interfaces," Nat. Neurosci., vol. 5, pp. 1085-1088, 2002. Suppl..
    • (2002) Nat. Neurosci. , vol.5 , Issue.SUPPL. , pp. 1085-1088
    • Donoghue, J.P.1
  • 15
    • 0037530440 scopus 로고    scopus 로고
    • Brain-machine interfaces to restore motor function and probe neural circuits
    • M. A. L. Nicolelis, "Brain-machine interfaces to restore motor function and probe neural circuits," Nat. Rev. Neurosci., vol. 4, pp. 417-422, 2003.
    • (2003) Nat. Rev. Neurosci. , vol.4 , pp. 417-422
    • Nicolelis, M.A.L.1
  • 18
    • 1542615171 scopus 로고    scopus 로고
    • Recursive Bayesian decoding of motor cortical signals by particle filtering
    • A. E. Brockwell, A. L. Rojas, and R. E. Kass, "Recursive Bayesian decoding of motor cortical signals by particle filtering," J. Neurophysiol., vol. 91, pp. 1899-1907, 2004.
    • (2004) J. Neurophysiol. , vol.91 , pp. 1899-1907
    • Brockwell, A.E.1    Rojas, A.L.2    Kass, R.E.3
  • 19
    • 0026735250 scopus 로고
    • A glass/silicon composite intracortical electrode array
    • K. E. Jones, P. K. Campbell, and R. A. Normann, "A glass/silicon composite intracortical electrode array," Ann. Biomed. Eng., vol. 20, pp. 423-437, 1992.
    • (1992) Ann. Biomed. Eng. , vol.20 , pp. 423-437
    • Jones, K.E.1    Campbell, P.K.2    Normann, R.A.3
  • 20
    • 0034655830 scopus 로고    scopus 로고
    • A technique to prevent dural adhesions to chronically implanted microelectrode arrays
    • E. M. Maynard, E. Fernandez, and R. A. Normann, "A technique to prevent dural adhesions to chronically implanted microelectrode arrays," J. Neurosci. Methods, vol. 97, pp. 93-101, 2000.
    • (2000) J. Neurosci. Methods , vol.97 , pp. 93-101
    • Maynard, E.M.1    Fernandez, E.2    Normann, R.A.3
  • 21
    • 0031892534 scopus 로고    scopus 로고
    • Neural discharge and local field potential oscillations in primate motor cortex during voluntary movements
    • J. P. Donoghue, J. N. Sanes, N. G. Hatsopoulos, and G. Gaal, "Neural discharge and local field potential oscillations in primate motor cortex during voluntary movements," J. Neurophysiol., vol. 79, pp. 159-173, 1998.
    • (1998) J. Neurophysiol. , vol.79 , pp. 159-173
    • Donoghue, J.P.1    Sanes, J.N.2    Hatsopoulos, N.G.3    Gaal, G.4
  • 22
    • 0031106324 scopus 로고    scopus 로고
    • The Utah intracortical electrode array: A recording structure for potential brain-computer interfaces
    • E. M. Maynard, C. T. Nordhausen, and R. A. Normann, "The Utah intracortical electrode array: A recording structure for potential brain-computer interfaces," Electroencephalogr. Clin. Neurophysiol., vol. 102, pp. 228-239, 1997.
    • (1997) Electroencephalogr. Clin. Neurophysiol. , vol.102 , pp. 228-239
    • Maynard, E.M.1    Nordhausen, C.T.2    Normann, R.A.3
  • 23
    • 0032125652 scopus 로고    scopus 로고
    • Chronic recording capability of the Utah intracortical electrode array in cat sensory cortex
    • P. J. Rousche and R. A. Normann, "Chronic recording capability of the Utah intracortical electrode array in cat sensory cortex," J. Neurosci. Methods, vol. 82, pp. 1-15, 1998.
    • (1998) J. Neurosci. Methods , vol.82 , pp. 1-15
    • Rousche, P.J.1    Normann, R.A.2
  • 24
    • 0037075605 scopus 로고    scopus 로고
    • Brain-machine interface: Instant neural control of a movement signal
    • M. D. Serruya, N. G. Hatsopoulos, L. Paninski, M. R. Fellows, and J. P. Donoghue, "Brain-machine interface: Instant neural control of a movement signal," Nature, vol. 416, pp. 141-142, 2002.
    • (2002) Nature , vol.416 , pp. 141-142
    • Serruya, M.D.1    Hatsopoulos, N.G.2    Paninski, L.3    Fellows, M.R.4    Donoghue, J.P.5
  • 25
    • 0032888084 scopus 로고    scopus 로고
    • A 100-channel system for real time detection and storage of extracellular spike waveforms
    • K. S. Guillory and R. A. Normann, "A 100-channel system for real time detection and storage of extracellular spike waveforms," J. Neurosci. Methods, vol. 91, pp. 21-29, 1999.
    • (1999) J. Neurosci. Methods , vol.91 , pp. 21-29
    • Guillory, K.S.1    Normann, R.A.2
  • 26
    • 0042626402 scopus 로고    scopus 로고
    • Robust, automatic spike sorting using mixtures of multivariate t-distributions
    • S. Shoham, M. R. Fellows, and R. A. Normann, "Robust, automatic spike sorting using mixtures of multivariate t-distributions," J. Neurosci. Methods, vol. 127, pp. 111-122, 2003.
    • (2003) J. Neurosci. Methods , vol.127 , pp. 111-122
    • Shoham, S.1    Fellows, M.R.2    Normann, R.A.3
  • 27
    • 0347088824 scopus 로고    scopus 로고
    • Spatiotemporal tuning of motor cortical neurons for hand position and velocity
    • L. Paninski, M. R. Fellows, N. G. Hatsopoulos, and J. P. Donoghue, "Spatiotemporal tuning of motor cortical neurons for hand position and velocity," J. Neurophysiol., vol. 91, pp. 515-532, 2004.
    • (2004) J. Neurophysiol. , vol.91 , pp. 515-532
    • Paninski, L.1    Fellows, M.R.2    Hatsopoulos, N.G.3    Donoghue, J.P.4
  • 29
    • 0032717445 scopus 로고    scopus 로고
    • Motor cortical representation of speed and direction during reaching
    • D. W. Moran and A. B. Schwartz, "Motor cortical representation of speed and direction during reaching," J. Neurophysiol., vol. 82, pp. 2676-2692, 1999.
    • (1999) J. Neurophysiol. , vol.82 , pp. 2676-2692
    • Moran, D.W.1    Schwartz, A.B.2
  • 30
    • 0033958991 scopus 로고    scopus 로고
    • Directional tuning profiles of motor cortical cells
    • B. Amirikian and A. P. Georgopulos, "Directional tuning profiles of motor cortical cells," Neurosci. Res., vol. 36, pp. 73-79, 2000.
    • (2000) Neurosci. Res. , vol.36 , pp. 73-79
    • Amirikian, B.1    Georgopulos, A.P.2
  • 31
    • 0031930592 scopus 로고    scopus 로고
    • Interpreting neuronal population activity by reconstruction: Unified framework with application to hippocampal place cells
    • K. Zhang, I. Ginzburg, B. L. McNaughton, and T. J. Sejnowski, "Interpreting neuronal population activity by reconstruction: Unified framework with application to hippocampal place cells," J. Neurophysiol., vol. 79, pp. 1017-1044, 1998.
    • (1998) J. Neurophysiol. , vol.79 , pp. 1017-1044
    • Zhang, K.1    Ginzburg, I.2    McNaughton, B.L.3    Sejnowski, T.J.4
  • 32
    • 0028561844 scopus 로고
    • Movement parameters and neural activity in motor cortex and area 5
    • J. Ashe and A. P. Georgopoulos, "Movement parameters and neural activity in motor cortex and area 5," Cereb. Cortex, vol. 4, pp. 590-600, 1994.
    • (1994) Cereb. Cortex , vol.4 , pp. 590-600
    • Ashe, J.1    Georgopoulos, A.P.2
  • 33
    • 0032738085 scopus 로고    scopus 로고
    • Motor cortical activity during drawing movements: Population representation during spiral tracing
    • D. W. Moran and A. B. Schwartz, "Motor cortical activity during drawing movements: Population representation during spiral tracing," J. Neurophysiol., vol. 82, pp. 2693-2704, 1999.
    • (1999) J. Neurophysiol. , vol.82 , pp. 2693-2704
    • Moran, D.W.1    Schwartz, A.B.2
  • 34
    • 0022960073 scopus 로고
    • The identification of nonlinear biological systems: Wiener and Hammerstein cascade models
    • I. W. Hunter and M. J. Korenberg, "The identification of nonlinear biological systems: Wiener and Hammerstein cascade models," Biol. Cybern., vol. 55, pp. 135-144, 1986.
    • (1986) Biol. Cybern. , vol.55 , pp. 135-144
    • Hunter, I.W.1    Korenberg, M.J.2
  • 35
    • 0033219943 scopus 로고    scopus 로고
    • Two methods for identifying Wiener cascades having noninvertible static nonlinearities
    • M. J. Korenberg and I. W. Hunter, "Two methods for identifying Wiener cascades having noninvertible static nonlinearities," Ann. Biomed. Eng., vol. 27, pp. 793-804, 1999.
    • (1999) Ann. Biomed. Eng. , vol.27 , pp. 793-804
    • Korenberg, M.J.1    Hunter, I.W.2
  • 36
    • 0013028436 scopus 로고    scopus 로고
    • A simple white noise analysis of neuronal light responses
    • E. J. Chichilnisky, "A simple white noise analysis of neuronal light responses," Network, vol. 12, pp. 199-213, 2001.
    • (2001) Network , vol.12 , pp. 199-213
    • Chichilnisky, E.J.1
  • 37
    • 0347423195 scopus 로고    scopus 로고
    • Convergence properties of three spike-triggered analysis techniques
    • L. Paninski, "Convergence properties of three spike-triggered analysis techniques," Network, vol. 14, pp. 437-464, 2003.
    • (2003) Network , vol.14 , pp. 437-464
    • Paninski, L.1
  • 38
    • 0000120766 scopus 로고
    • Estimating the dimensions of a model
    • G. Schwarz, "Estimating the dimensions of a model," Ann. Statist., vol. 6, pp. 461-464, 1978.
    • (1978) Ann. Statist. , vol.6 , pp. 461-464
    • Schwarz, G.1
  • 39
    • 0028915264 scopus 로고
    • Temporal encoding of movement kinematics in the discharge of primate primary motor and premotor neurons
    • Q. G. Fu, D. Flament, J. D. Coltz, and T. J. Ebner, "Temporal encoding of movement kinematics in the discharge of primate primary motor and premotor neurons," J. Neurophysiol., vol. 73, pp. 836-854, 1995.
    • (1995) J. Neurophysiol. , vol.73 , pp. 836-854
    • Fu, Q.G.1    Flament, D.2    Coltz, J.D.3    Ebner, T.J.4
  • 40
    • 0030924951 scopus 로고    scopus 로고
    • The structure and precision of retinal spike trains
    • M. J. Berry, D. K. Warland, and M. Meister, "The structure and precision of retinal spike trains," Proc. Nat. Acad. Sci., vol. 94, pp. 5411-5416, 1997.
    • (1997) Proc. Nat. Acad. Sci. , vol.94 , pp. 5411-5416
    • Berry, M.J.1    Warland, D.K.2    Meister, M.3
  • 42
    • 2642691669 scopus 로고    scopus 로고
    • Spike synchronization and rate modulation differentially involved in motor cortical function
    • A. Riehle, S. Grun, M. Diesmann, and A. Aertsen, "Spike synchronization and rate modulation differentially involved in motor cortical function," Science, vol. 278, pp. 1950-1953, 1997.
    • (1997) Science , vol.278 , pp. 1950-1953
    • Riehle, A.1    Grun, S.2    Diesmann, M.3    Aertsen, A.4
  • 43
    • 0037392860 scopus 로고    scopus 로고
    • Sequential movement representations based on correlated neuronal activity
    • N. G. Hatsopoulos, L. Paninski, and J. P. Donoghue, "Sequential movement representations based on correlated neuronal activity," Exp. Brain Res., vol. 149, pp. 478-486, 2003.
    • (2003) Exp. Brain Res. , vol.149 , pp. 478-486
    • Hatsopoulos, N.G.1    Paninski, L.2    Donoghue, J.P.3
  • 44
    • 4744360960 scopus 로고    scopus 로고
    • Superlinear population encoding of dynamic hand trajectory in primary motor cortex
    • L. Paninski, S. Shoham, M. R. Fellows, N. G. Hatsopoulos, and J. P. Donoghue, "Superlinear population encoding of dynamic hand trajectory in primary motor cortex," J. Neurosci., vol. 24, pp. 8551-8561, 2004.
    • (2004) J. Neurosci. , vol.24 , pp. 8551-8561
    • Paninski, L.1    Shoham, S.2    Fellows, M.R.3    Hatsopoulos, N.G.4    Donoghue, J.P.5
  • 47
    • 0002537922 scopus 로고    scopus 로고
    • Algorithm 808: ARfit-A Matlab package for the estimation of parameters and eigenmodes of multivariate autoregressive models
    • T. Schneider and A. Neumaier, "Algorithm 808: ARfit-A Matlab package for the estimation of parameters and eigenmodes of multivariate autoregressive models," in ACM Trans. Math. Softw., vol. 27, 2001, pp. 58-65.
    • (2001) ACM Trans. Math. Softw. , vol.27 , pp. 58-65
    • Schneider, T.1    Neumaier, A.2
  • 48
    • 0033560901 scopus 로고    scopus 로고
    • A theory of geometric constraints on neural activity for natural three-dimensional movement
    • K. Zhang and T. J. Sejnowski, "A theory of geometric constraints on neural activity for natural three-dimensional movement," J. Neurosci., vol. 19, pp. 3122-3145, 1999.
    • (1999) J. Neurosci. , vol.19 , pp. 3122-3145
    • Zhang, K.1    Sejnowski, T.J.2
  • 49
    • 4243131396 scopus 로고    scopus 로고
    • A gain-field encoding of limb position and velocity in the internal model of arm dynamics
    • E. J. Hwang, O. Donchin, M. A. Smith, and R. Shadmehr, "A gain-field encoding of limb position and velocity in the internal model of arm dynamics," PLoS Biol., vol. 1, p. E25, 2003.
    • (2003) PLoS Biol. , vol.1
    • Hwang, E.J.1    Donchin, O.2    Smith, M.A.3    Shadmehr, R.4
  • 50
    • 0027220715 scopus 로고
    • Motor cortical activity during drawing movements: Population representation during sinusoid tracing
    • A. B. Schwartz, "Motor cortical activity during drawing movements: Population representation during sinusoid tracing," J. Neurophysiol., vol. 70, pp. 28-36, 1993.
    • (1993) J. Neurophysiol. , vol.70 , pp. 28-36
    • Schwartz, A.B.1
  • 51
    • 0032552114 scopus 로고    scopus 로고
    • Signal-dependent noise determines motor planning
    • C. M. Harris and D. M. Wolpert, "Signal-dependent noise determines motor planning," Nature, vol. 394, pp. 780-784, 1998.
    • (1998) Nature , vol.394 , pp. 780-784
    • Harris, C.M.1    Wolpert, D.M.2
  • 52
    • 0036714970 scopus 로고    scopus 로고
    • Sources of signal-dependent noise during isometric force production
    • K. E. Jones, A. F. De, C. Hamilton, and D. M. Wolpert, "Sources of signal-dependent noise during isometric force production," J. Neurophysiol., vol. 88, pp. 1533-1544, 2002.
    • (2002) J. Neurophysiol. , vol.88 , pp. 1533-1544
    • Jones, K.E.1    De, A.F.2    Hamilton, C.3    Wolpert, D.M.4
  • 53
    • 0031940946 scopus 로고    scopus 로고
    • Coding strategies in monkey V1 and inferior temporal cortices
    • E. D. Gershon, M. C. Wiener, P. E. Latham, and B. J. Richmond, "Coding strategies in monkey V1 and inferior temporal cortices," J. Neurophysiol., vol. 79, pp. 1135-1144, 1998.
    • (1998) J. Neurophysiol. , vol.79 , pp. 1135-1144
    • Gershon, E.D.1    Wiener, M.C.2    Latham, P.E.3    Richmond, B.J.4
  • 54
    • 0014944127 scopus 로고
    • Predicting measures of motor performance from multiple cortical spike trains
    • D. R. Humphrey, E. M. Schmidt, and W. D. Thompson, "Predicting measures of motor performance from multiple cortical spike trains," Science, vol. 170, pp. 758-762, 1970.
    • (1970) Science , vol.170 , pp. 758-762
    • Humphrey, D.R.1    Schmidt, E.M.2    Thompson, W.D.3
  • 55
    • 0028069091 scopus 로고
    • Direct cortical representation of drawing
    • A. B. Schwartz, "Direct cortical representation of drawing," Science, vol. 265, pp. 540-542, 1994.
    • (1994) Science , vol.265 , pp. 540-542
    • Schwartz, A.B.1
  • 57
    • 2442686773 scopus 로고    scopus 로고
    • Modeling and decoding motor cortical activity using a switching Kalman filter
    • Jun.
    • W. Wu, M. J. Black, D. Mumford, Y. Gao, E. Bienenstock, and J. P. Donoghue, "Modeling and decoding motor cortical activity using a switching Kalman filter," IEEE Trans. Biomed. Eng., vol. 51, no. 6, pp. 933-942, Jun. 2004.
    • (2004) IEEE Trans. Biomed. Eng. , vol.51 , Issue.6 , pp. 933-942
    • Wu, W.1    Black, M.J.2    Mumford, D.3    Gao, Y.4    Bienenstock, E.5    Donoghue, J.P.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.