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Research Project:

Computational Neuroscience

Project status: Active


 

Publications

Fisher, J., and Black, M. Motor cortical decoding using an autoregressive moving average model. In Proceedings of the IEEE Engineering in Medicine and Biology Society Conference (Sept. 2005), pp. 1469-1472. [ pdf ]

Wood, F., Prabhat, Donoghue, J., and Black, M. Inferring attentional state and kinematics from motor cortical firing rates. In Proceedings of the IEEE Engineering in Medicine and Biology Society Conference (Sept. 2005), pp. 1544-1547. [ pdf ]

Black, M., and Roth, S. On the receptive fields of Markov random fields: Predictions from a probabilistic model of scene statistics. Cosyne 2005 (Mar. 2005).

Wu, W., Gao, Y., E., B., Donoghue, J., and Black, M. Bayesian population coding of motor cortical activity using a Kalman Filter. Neural Computation 18 (2005), 80-118. [ pdf ]

Wood, F., Fellows, M., Donoghue, J., and Black, M. Automatic spike sorting for neural decoding. In Proceedings of the IEEE Engineering in Medicine and Biology Society Conference (Sept. 2004), pp. 4009-4012. [ pdf ]

Wu, W., Shaikhouni, A., Donoghue, J., and Black, M. Closed-loop neural control of cursor motion using a Kalman filter. In Proceedings of the IEEE Engineering in Medicine and Biology Society Conference (Sept. 2004), pp. 4126-4129. [ pdf ]

Wood, F., Black, M., Vargas-Irwin, C., Fellows, M., and Donoghue, J. On the variability of manual spike sorting. IEEE Trans. Biomedical Engineering 51, 6 (June 2004), 912-918. [ pdf ]

Wu, W., Black, M., Mumford, D., Gao, Y., Bienenstock, E., and Donoghue, J. Modeling and decoding motor cortical activity using a switching Kalman filter. IEEE Trans. Biomedical Engineering 51, 6 (June 2004), 933-942. [ pdf ]

Shaikhouni, A., Wu, W., Moris, D., Donoghue, J., and Black, M. A direct brain-machine interface for 2D cursor control using a Kalman Filter. Society for Neuroscience (2004).

Wu, W., Black, M., Mumford, D., Gao, Y., Bienenstock, E., and Donoghue, J. A switching Kalman filter model for the motor cortical coding of hand motion. In Proceedings of the IEEE Engineering in Medicine and Biology Society Conference (Sept. 2003), pp. 2083-2086. [ pdf ]

Wu, W., Mumford, D., Black, M., Gao, Y., Bienenstock, E., and Donoghue, J. A Gaussian mixture model for the motor cortical coding of hand motion. Neural Control of Movement (Apr. 2003).

Black, M., E., B., Donoghue, J., Serruya, M., Wu, W., and Gao, Y. Connecting brains with machines: The neural control of 2D cursor movement. In Proceedings of the 1st International IEEE/EMBS Conference on Neural Engineering (Mar. 2003), pp. 580-583. [ pdf ]

Gao, Y., Black, M., Bienenstock, E., Wu, W., and Donoghue, J. A quantitative comparison of linear and non-linear models of motor cortical activity for the encoding and decoding of arm motions. In Proceedings of the 1st International IEEE/EMBS Conference on Neural Engineering (Mar. 2003), pp. 189-192. [ pdf ]

Wood, F., Fellows, M., Vargas-Irwin, C., Black, M., and Donoghue, J. Accuracy of manual spike sorting: Results for the Utah intracortical array. Society for Neuroscience (2003).

Wu, W., Black, M., Gao, Y., Bienenstock, E., Serruya, M., Shaikhouni, A., and Donoghue, J. Neural decoding of cursor motion using a Kalman filter. In Proceedings of the Conference on Advances in Neural Information Processing Systems 15 (2003), pp. 133-140. [ pdf ]

Gao, Y., Black, M., Bienenstock, E., Shoham, S., and Donoghu, J. Probabilistic inference of arm motion from neural activity in motor cortex. In Proceedings of the Conference on Advances in Neural Information Processing Systems 14 (2002), pp. 221-228. [ pdf ]

Wu, W., Black, M., Gao, Y., Bienenstock, E., Serruya, M., and Donoghue, J. Inferring hand motion from multi-cell recordings in motor cortex using a Kalman filter. Society for Neuroscience (2002). [ pdf ]

Gao, Y., Bienenstock, E., Black, M., Shoham, S., Serruya, M., and Donoghue, J. Encoding/decoding of arm kinematics from simultaneously recorded MI neurons. Society for Neuroscience Abst. 27 (2001).


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