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Journal of Neuroscience, Vol 8, 2928-2937, Copyright © 1988 by Society for Neuroscience

ARTICLE

Primate motor cortex and free arm movements to visual targets in three- dimensional space. II. Coding of the direction of movement by a neuronal population

AP Georgopoulos, RE Kettner and AB Schwartz
Philip Bard Laboratories of Neurophysiology, Department of Neuroscience, Johns Hopkins University, School of Medicine, Baltimore, Maryland 21205.

We describe a code by which a population of motor cortical neurons could determine uniquely the direction of reaching movements in three- dimensional space. The population consisted of 475 directionally tuned cells whose functional properties are described in the preceding paper (Schwartz et al., 1988). Each cell discharged at the highest rate with movements in its "preferred direction" and at progressively lower rates with movements in directions away from the preferred one. The neuronal population code assumes that for a particular movement direction each cell makes a vectorial contribution ("votes") with direction in the cell's preferred direction and magnitude proportional to the change in the cell's discharge rate associated with the particular direction of movement. The vector sum of these contributions is the outcome of the population code (the "neuronal population vector") and points in the direction of movement in space well before the movement begins.

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				E Bizzi, F. Mussa-Ivaldi, and S Giszter Computations underlying the execution of movement: a biological perspective Science, July 19, 1991; 253(5017): 287 - 291. [Abstract] [PDF]

				A.P. Georgopoulos Neural Coding of the Direction of Reaching and a Comparison with Saccadic Eye Movements Cold Spring Harb Symp Quant Biol, January 1, 1990; 55(0): 849 - 859. [Abstract] [PDF]

				A. Georgopoulos and S Grillner Visuomotor coordination in reaching and locomotion Science, September 15, 1989; 245(4923): 1209 - 1210. [Abstract] [PDF]

				A. Georgopoulos, J. Lurito, M Petrides, A. Schwartz, and J. Massey Mental rotation of the neuronal population vector Science, January 13, 1989; 243(4888): 234 - 236. [Abstract] [PDF]

				S. Wise and R Desimone Behavioral neurophysiology: insights into seeing and grasping Science, November 4, 1988; 242(4879): 736 - 741. [Abstract] [PDF]

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