Publications
Neural control of computer cursor velocity by
decoding motor cortical spiking activity in humans with tetraplegia
(pdf)
S-.P.
Kim, J.D. Simeral, L.R. Hochberg, J.P. Donoghue, G.M. Friehs and M.J. Black
Proc. of the 3rd IEEE EMBS Conf. on Neural
Engineering,
pp. 486-489, 2007
Multi-state decoding of point-and-click control signals from motor
cortical activity in a human with tetraplegia
(pdf)
S-.P.
Kim, J.D. Simeral, L.R. Hochberg, J.P. Donoghue, G.M. Friehs and M.J. Black
Proc. of the 3rd IEEE EMBS Conf. on Neural
Engineering,
pp. 486-489, 2007
Nonlinear physically-based models for decoding motor-cortical population activity
G.
Shakhnarovich, S-.P. Kim and M.J. Black
Advances in
Neural Information Processing Systems 2006,
19, pp. 1257-1264, 2007
Finding directional movement representations in motor cortical neural
populations using nonlinear manifold learning (abstract)
S-.P.
Kim, J.D.Simeral, O.C.Jenkins, J.P. Donoghue, and M.J. Black
Presented
at the
World Congress on Medical Physics and Biomedical Engineering 2006,
Seoul, Korea, August 27-September 1, 2006
Statistical analysis of the non-stationarity of neural population codes
(pdf)
S-.P.
Kim, F. Wood, M. Fellows, J.P. Donoghue, and M.J. Black
Presented
at
the 1st IEEE / RAS-EMBS Int'l Conf on Biomedical Robotics and Biomechatronics,
Pisa, Tuscany, Italy, February 20-22, 2006
Independently coupled HMM switching classifier for a bimodal brain-machine
interface
S.
Darmanjian, S-.P. Kim, M.C. Nechyba, J.C. Principe, J. Wessberg and M.A.L.
Nicolelis
Proc. of the IEEE Int’l Workshop on Machine Learning for Signal Processing,
pp. 379-384, Sept. 2006
A comparison of optimal MIMO linear and nonlinear models for brain-machine
interfaces
(pdf)
S-.P.
Kim, J.C. Sanchez, Y.N. Rao, D. Ergodmus, J.C. Principe, J.M. Carmena, M.A.
Lebedev, and M.A.L. Nicolelis
Journal of Neural Engineering, 3, pp. 145-161, 2006
Real time input selection for linear time-variant MIMO systems
(pdf)
S-.P.
Kim, J.C. Sanchez and J.C. Principe
Optimization Methods and Software, 22, pp. 83-89, 2007
Dynamic learning of a self-organizing map for spike reconstruction
J. Cho,
A.R.C. Paiva, S-.P. Kim, J.C. Sanchez and J.C. Principe
Neural Networks,
20, pp. 274-284, 2007
Determining patterns in neural activity for reaching movements using
non-negative matrix factorization
(pdf)
S-.P.
Kim, Y.N. Rao, D. Ergodmus, J.C. Sanchez, M.A.L. Nicolelis, and J.C. Principe
Special Issue of Trends in Brain Computer Interfaces, EURASIP Journal of
Applied Sig. Proc.,
2005(19), pp. 3113-3121,
2005
Divide-and-conquer approach for brain-machine interfaces: Nonliner mixture
of competitive linear models
(pdf)
S-.P.
Kim, J.C. Sanchez, D. Ergodmus, Y.N. Rao, J.C. Principe, and M.A.L. Nicolelis
Neural Networks, Vol. 16, No. 5-6, pp. 865-871, 2003
Multiresolution analysis and data mining of neural spikes for
brain-machine interfaces
(pdf)
S-.P.
Kim, J.M. Carmena, M.A.L. Nicolelis, and J.C. Principe
The 2nd International IEEE EBMS
Conference on Neural Engineering,
Arlington, VA, USA, March 16-19, 2005
Learning mappings in brain-machine interfaces with echo state networks
(pdf)
Y.N. Rao,
S-.P. Kim, J.C. Sanchez, D. Erdogmus, J.C. Principe, J.C. Carmena, M.A. Lebedev,
and M.A.L. Nicolelis
IEEE International Conference on Acoustic, Speech, and Sig. Proc.,
Philadelphia, PA, USA, March 18-23, 2005
Separating spatial and temporal activation patterns in fMRI using competitive subspace projection
R. Yan,
G. He, D. Erdogmus, S-.P. Kim, J.C. Principe and Y. Lui
IEEE International Conference on Acoustic, Speech, and Sig. Proc.,
Philadelphia, PA, USA, March 18-23, 2005
Sparse channel estimation with regularization method using convolutional inequality for entropy
D. Han,
S-.P. Kim, and J.C. Principe
IEEE International Joint Conference on Neural Networks,
Quebec, Canada, July 31- Aug 4, 2005
Comparison of TDNN Training Algorithms in Brain Machine Interfaces
Y. Wang,
S-.P. Kim and J.C. Principe
IEEE International Joint Conference on Neural Networks,
Quebec, Canada, July 31- Aug 4, 2005
Tracking multivariate time-variant systems based on on-line variable
selection
(pdf)
S-.P.
Kim, Y.N. Rao, D. Erdogmus, and J.C. Principe
Proceedings of Machine Learning for Signal Processing,
pp. 123-132, Sao Luis, Brazil, Sep 29 - Oct 1, 2004
Interpreting neural activity through linear and nonlinear models for brain machine interface
J.C.
Sanchez, D. Erdogmus, Y.N. Rao, S-.P. Kim, M.A.L. Nicolelis, J. Wessberg, and
J.C. Principe
Proceedings of EMBS, pp. 2160-2163, Cancun, Mexico, Sept. 2003
A hybrid subspace projection method for system identification
(pdf)
S-.P.
Kim, Y.N. Rao, D. Erdogmus, and J.C. Principe
IEEE International Conference on Acoustic, Speech, and Sig. Proc.,
pp. VI312-VI314, Hong Kong, April 6-10, 2003
Bimodal brain-machine interfaces for motor control of robotic prosthetic
S.
Darmanjian, S-.P. Kim, M. Nechyba, S. Morrison, and J.C. Principe
presented
in
IEEE/RSJ International Conference on Intelligent Robots and Systems,
Las Vegas, NV, USA, 2003
Modeling relation from motor control neuronal firing to hand movements
using competitive linear filters and a MLP
(pdf)
S-.P.
Kim, J.C. Sanchez, D. Ergodmus, Y.N. Rao, J.C. Principe, and M.A.L. Nicolelis
Proceedings of International Joint Conference on Neural Networks,
pp. 332-336, Portland, OR, USA, July, 2003
Input-output mapping performance of linear and nonlinear models for estimating hand positions from cortical neuronal firing patterns
J.C.
Sanchez, S-.P. Kim, D. Ergodmus, Y.N. Rao, J.C. Principe, J. Wessberg, and
M.A.L. Nicolelis
Proceedings of IEEE International Workshop on Neural Networks for Sig.
Proc.,
pp. 139-148, Valais, Switzerland, Sept. 2002
A recursive Renyis entropy estimator
D.
Erdogmus, J.C. Principe, S-.P. Kim, and J.C. Sanchez
Proceedings of IEEE International Workshop on Neural Networks for Sig. Proc., pp. 209-217, Valais, Switzerland, Sept. 2002
Posters
Tuning analysis of motor cortical neurons in a person with tetraplegia during performance of visually instructed cursor control tasks (pdf)
Neuroscience 2008, Society for Neuroscience, Nov. 15-19, 2008, Washington, DC
Point-and-click cursor control by a person with tetraplegia using an intracortical neural interface systems (pdf)
Neuroscience 2007, Society for Neuroscience, Nov. 2-7, 2007, San Diego, CA
A comparison of decoding models for imagined motions from human motor cortex (pdf)
Neuroscience 2006,
Society for Neuroscience, Oct. 14-18, 2006,
Dissertation
Design and analysis
of optimal decoding models for brain-machine interfaces
Ph.D. Dissertation, ECE Dpet. University of Florida, May 2005 (pdf)