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Fast Robust Pattern Classification Algorithms for Real Time Neuro-Motor Prosthetic Applications

Nalatore, Hariharan and Truccolo, Wilson and Rangarajan, Govindan (2007) Fast Robust Pattern Classification Algorithms for Real Time Neuro-Motor Prosthetic Applications. In: Journal of the Indian Institute of Science, 87 (4).

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Abstract

In this paper, we give a brief review of pattern classification algorithms based on discriminant analysis. We then apply these algorithms to classify movement direction based on multivariate local field potentials recorded from a microelectrode array in the primary motor cortex of a monkey performing a reaching task. We obtain prediction accuracies between 55% and 90% using different methods which are significantly above the chance level of 12.5%.

Item Type: Journal Article
Additional Information: Copyright of this article belongs to The Indian Institute of Science (IISc).
Department/Centre: Division of Physical & Mathematical Sciences > Mathematics
Date Deposited: 03 Feb 2012 06:06
Last Modified: 03 Feb 2012 06:06
URI: http://eprints.iisc.ernet.in/id/eprint/43364

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