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9780262082341

Models of Information Processing in the Basal Ganglia

by
  • ISBN13:

    9780262082341

  • ISBN10:

    0262082349

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 1994-11-01
  • Publisher: MIT PRESS

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Summary

Recent years have seen a remarkable expansion of knowledge about the anatomical organization of the part of the brain known as the basal ganglia, the signal processing that occurs in these structures, and the many relations both to molecular mechanisms and to cognitive functions. This book brings together the biology and computational features of the basal ganglia and their related cortical areas along with select examples of how this knowledge can be integrated into neural network models. Organized in four parts-fundamentals, motor functions and working memories, reward mechanisms, and cognitive and memory operations-the chapters present a unique admixture of theory, cognitive psychology, anatomy, and both cellular- and systems- level physiology written by experts in each of these areas. The editors have provided commentaries as a helpful guide to each part. Many new discoveries about the biology of the basal ganglia are summarized, and their impact on the computational role of the forebrain in the planning and control of complex motor behaviors discussed. The various findings point toward an unexpected role for the basal ganglia in the contextual analysis of the environment and in the adaptive use of this information for the planning and execution of intelligent behaviors. Parallels are explored between these findings and new connectionist approaches to difficult control problems in robotics and engineering. Contributors: James L. Adams, P. Apicella, Michael Arbib, Dana H. Ballard, Andrew G. Barto, J. Brian Burns, Christopher I. Connolly, Peter F. Dominey, Richard P. Dum, John Gabrieli, M. Garcia-Munoz, Patricia S. Goldman-Rakic, Ann M. Graybiel, P. M. Groves, Mary M. Hayhoe, J. R. Hollerman, George Houghton, James C. Houk, Stephen Jackson, Minoru Kimura, A. B. Kirillov, Rolf Kotter, J. C. Linder, T. Ljungberg, M. S. Manley, M. E. Martone, J. Mirenowicz, C. D. Myre, Jeff Pelz, Nathalie Picard, R. Romo, S. F. Sawyer, E. Scarnati, Wolfram Schultz, Peter L. Strick, Charles J. Wilson, Jeff Wickens, Donald J. Woodward, S. J. Young.

Table of Contents

Preface
Information Processing in Modular Circuits Linking Basal Ganglia and Cerebral Cortexp. 3
Context-dependent Activity in Primate Striatum Reflecting Past and Future Behavioral Eventsp. 11
The Contribution of Cortical Neurons to the Firing Pattern of Striatal Spiny Neuronsp. 29
Elements of the Intrinsic Organization and Information Processing in the Neostriatump. 51
Adaptive Neural Networks in the Basal Gangliap. 103
Macro-organization of the Circuits Connecting the Basal Ganglia with the Cortical Motor Areasp. 117
Toward a Circuit Model of Working Memory and the Guidance of Voluntary Motor Actionp. 131
Modeling the Roles of Basal Ganglia in Timing and Sequencing Saccadic Eye Movementsp. 149
A State-Space Striatal Modelp. 163
Cellular Models of Reinforcementp. 187
Adaptive Critics and the Basal Gangliap. 215
Reward-related Signals Carried by Dopamine Neuronsp. 233
A Model of How the Basal Ganglia Generate and Use Neural Signals That Predict Reinforcementp. 249
Contribution of the Basal Ganglia to Skill Learning and Working Memory in Humansp. 277
Memory Limits in Sensorimotor Tasksp. 295
Neostriatal Circuitry as a Scalar Memory: Modeling and Ensemble Neuron Recordingp. 315
Sensorimotor Selection and the Basal Ganglia: A Neural Network Modelp. 337
Contributorsp. 375
Indexp. 379
Table of Contents provided by Blackwell. All Rights Reserved.

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