A. Harry Klopf
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A. Harry Klopf [1] A. Harry Klopf,
an American senior scientist for machine intelligence, since the early 70s affiliated with the Avionics Directorate, Wright Laboratory and Air Force Research Laboratory, Aeronautical Systems Center, Wright-Patterson Air Force Base, Ohio. His research focused on reinforcement learning, and adaptive behavior as approaches to the analysis of natural intelligence and the synthesis of machine intelligence [2]. Temporal difference learning has one root in Klopf’s work on animal learning psychology [3] - beside Arthur Samuel’s pioneering work on his self learning Checkers player in the late 50s [4] [5].
Selected Publications
1970 …
- A. Harry Klopf (1972). Brain Function and Adaptive Systems - A Heterostatic Theory. Air Force Cambridge Research Laboratories, Special Reports, No. 133, pdf [7]
- A. Harry Klopf (1975). A Comparison of Natural and Artificial Intelligence. ACM SIGART Bulletin, No. 52
1980 …
- A. Harry Klopf (1982). The Hedonistic Neuron: A Theory of Memory, Learning, and Intelligence. Hemisphere Publishing Corporation, University of Michigan [8]
- A. Harry Klopf (1987). A Neuronal Model of Classical Conditioning. Technical Report, Air Force Wright Aeronautical Laboratories [9]
- A. Harry Klopf (1988). A Theoretical Neuronal Learning Mechanism That Predicts the Basic Categories of Classical Conditioning Phenomena. in Cellular Mechanisms of Conditioning and Behavioral Plasticity
1990 …
- A. Harry Klopf, Scott E. Weaver, James S. Morgan (1993). A Hierarchical Network of Control Systems that Learn: Modeling Nervous System Function During Classical and Instrumental Conditioning. Adaptive Behavior, Vol. 1, No. 3
- Mance E. Harmon, Leemon C. Baird III, A. Harry Klopf (1995). Reinforcement Learning Applied to a Differential Game. Adaptive Behavior, Vol. 4, No. 1, pdf
- Leemon C. Baird III, Mance E. Harmon, A. Harry Klopf (1996). Reinforcement Learning: An Alternative Approach to Machine Intelligence. pdf
2000 …
- Jeffrey D. Johnson, Wei Li, Jinghong Li, A. Harry Klopf (2001). A Computational Model of Learned Avoidance Behavior in a One-Way Avoidance Experiment. Adaptive Behavior, Vol. 9, No. 2
References
- ↑ Image from Leemon C. Baird III, Mance E. Harmon, A. Harry Klopf (1996). Reinforcement Learning: An Alternative Approach to Machine Intelligence. pdf
- ↑ “About the Authors” from Leemon C. Baird III, Mance E. Harmon, A. Harry Klopf (1996). Reinforcement Learning: An Alternative Approach to Machine Intelligence. pdf
- ↑ A. Harry Klopf (1972). Brain Function and Adaptive Systems - A Heterostatic Theory. Air Force Cambridge Research Laboratories, Special Reports, No. 133, pdf
- ↑ Arthur Samuel (1959). Some Studies in Machine Learning Using the Game of Checkers. IBM Journal July 1959
- ↑ Richard Sutton, Andrew Barto (1998). Reinforcement Learning: An Introduction. MIT Press, 6.10 Bibliographical and Historical Remarks
- ↑ dblp: A. Harry Klopf
- ↑ Heterostasis from Wikipedia
- ↑ Hedonism from Wikipedia
- ↑ Classical conditioning from Wikipedia