Publications

Brain-machine interfaces

J.G. Makin, D. A. Moses, and E. F. Chang. Machine Translation of Cortical Activity to Text with an Encoder-Decoder Framework. Nature Neuroscience, 23:575–582, 2020.

J.G. Makin, J.E. O’Doherty, M.M.B. Cardoso, and P.N. Sabes. Superior Arm-Movement Decoding with a New, Unsupervised-Learning Algorithm. J. Neural Engin., 15(2), Jan. 2018.

Theoretical Neuroscience

J.G. Makin*, B.K. Dichter*, and P.N. Sabes. Learning to Estimate Dynamical State with Probabilistic Population Codes. PLoS Computational Biology, 11(11), 2015.

J.G. Makin*, M.R. Fellows*, and P.N. Sabes. Learning Multisensory Integration and Coordinate Transformation via Density Estimation. PLoS Computational Biology, 9(4):1–17, April 2013.

Machine learning

J.G. Makin and P.N. Sabes. Sensory Integration and Density Estimation. In Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence, and K.Q. Weinberger, editors, Advances in Neural Information Processing Systems (NIPS) 27: Proceedings of the 2014 Conference, 2014.

J.G. Makin, B.K. Dichter, and P.N. Sabes. Recurrent Exponential-Family Harmoniums without Backprop-Through-Time. In revision, JMLR.