Richard S. Sutton - Webdocs Cs Ualberta - University of Alberta

110.Precup, D., Sutton, R. S., “Empirical comparison of gradient descent and exponentiated
gradient descent in supervised and reinforcement learning.” Technical Report UM-
CS-1996-070, Department of Computer Science, University of Massachusetts, Amherst,
MA 01003, 1996.
111.Sutton, R. S., “On the virtues of linear learning and trajectory distributions.” Abstract in
Proceedings of the Workshop on Value Function Approximation, Conference on Neural
Information Processing Systems, 1995.
112.Sutton, R. S., “Machines that learn and mimic the brain.” In ACCESS, GTE's Journal of
Science and Technology, 1992. Reprinted in Stethoscope Quarterly, Spring 1993.
113.Sutton, R. S., “The challenge of reinforcement learning.” Introduction to a special issue
on reinforcement learning, Machine Learning 8, No 3/4, pp. 225–227, 1992.
114.Sutton, R. S., “Implementation details of the TD(lambda) procedure for the case of
vector predictions and backpropagation.” GTE Laboratories Technical Report
TR87-509.1, GTE Laboratories, 40 Sylvan Road, Waltham, MA 02254, 1989.
115.Sutton, R. S., “NADALINE: a normalized adaptive linear element that learns
efficiently.” GTE Laboratories Technical Report TR88-509.4, GTE Laboratories, 40
Sylvan Road, Waltham, MA 02254, 1988.
116.Sutton, R. S., “Temporal credit assignment in reinforcement learning,” Ph.D.
dissertation, University of Massachusetts, Amherst, MA. Published as COINS Technical
Report 84-2, 1984.
117.Barto, A. G., Sutton, R. S., “Goal seeking components for adaptive intelligence: an initial
assessment.” Air Force Wright Aeronautical Laboratories Technical Report, AFWAL-
TR-81-1070, Wright-Patterson Air Force Base, Ohio, 1981.
118.Sutton, R. S., “Single channel theory: a neuronal theory of learning,” Brain Theory
Newsletter 3, No. 3/4, pp. 72–75, 1978. (earliest publication)
Patent
119.Sutton, R. S., “Apparatus for Machine Learning.” United States Patent No. 5,946,675,
August 31, 1999. Assigned to GTE Laboratories Incorporated, Waltham, Mass.
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