Search Results for author: Daniel Milstein

Found 2 papers, 0 papers with code

BCI decoder performance comparison of an LSTM recurrent neural network and a Kalman filter in retrospective simulation

no code implementations24 Dec 2018 Tommy Hosman, Marco Vilela, Daniel Milstein, Jessica N. Kelemen, David M. Brandman, Leigh R. Hochberg, John D. Simeral

Intracortical brain computer interfaces (iBCIs) using linear Kalman decoders have enabled individuals with paralysis to control a computer cursor for continuous point-and-click typing on a virtual keyboard, browsing the internet, and using familiar tablet apps.

Decoder

Multiscale Semi-Markov Dynamics for Intracortical Brain-Computer Interfaces

no code implementations NeurIPS 2017 Daniel Milstein, Jason Pacheco, Leigh Hochberg, John D. Simeral, Beata Jarosiewicz, Erik Sudderth

We propose a dynamic Bayesian network that includes the on-screen goal position as part of its latent state, and thus allows the person’s intended angle of movement to be aggregated over a much longer history of neural activity.

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