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by Stephen Grossbergy, John W. L. Merrillz, Professor Stephen Grossberg
http://www.cns.bu.edu/Profiles/Grossberg/GroMer96.ps.gz
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Abstract:

Acknowledgments: We wish to thank Cynthia E. Bradford and Diana Meyers for their valuable assistance in the preparation of the manuscript. The concepts of declarative memory and procedural memory have been used to distinguish two basic types of learning. A neural network model suggests how such memory processes work together as recognition learning, reinforcement learning, and sensory-motor learning take place during adaptive behaviors. To coordinate these processes, the hippocampal formation and cerebellum each contain circuits that learn to adaptively time their outputs. Within the model, hippocampal timing helps to maintain attention on motivationally salient goal objects during variable task-related delays, and cerebellar timing controls the release of conditioned responses. This property is part of the model's description of how cognitive-emotional interactions focus attention on motivationally valued cues, and how this process breaks down due to hippocampal ablation. The model suggests that the hippocampal mechanisms that help to rapidly draw attention to salient cues could prematurely release motor commands were not the release of these commands adaptively timed by the cerebellum.

Citations

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431 Working memory – Baddeley - 1986
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255 Adaptive pattern classification and universal recoding: Part I. Parallel development and codings of neural feature detectors – Grossberg - 1976
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