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Cognitive Modeling Book

Cognitive Modeling
Cognitive Modeling, , Cognitive Modeling has a rating of 2.5 stars
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  • Cognitive Modeling
  • Written by author Thad A. Polk
  • Published by MIT Press, August 2002
  • A comprehensive introduction to the computational modeling of human cognition.
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Preface
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Pt. IArchitectures and Approaches1
Ch. 1The Role of Knowledge in Discourse Comprehensive: A Construction-Integration Model5
Ch. 2ACT: A Simple Theory of Complex Cognition49
Ch. 3A Preliminary Analysis of the Soar Architecture as a Basis for General Intelligence71
Ch. 4Adaptive Executive Control: Flexible Multiple-Task Performance without Pervasive Immutable Response-Selection Bottlenecks101
Ch. 5A Capacity Theory of Comprehension: Individual Differences in Working Memory131
Ch. 6How Neural Networks Learn from Experience181
Ch. 7The Hopfield Model197
Ch. 8Learning Representations by Back-Propagating Errors213
Ch. 9Forward Models: Supervised Learning with a Distal Teacher223
Ch. 10Finding Structure in Time257
Ch. 11A Self-Organizing Neural Network for Supervised Learning, Recognition, and Prediction289
Ch. 12Optimality: From Neural Networks to Universal Grammar317
Pt. IICase Studies in Cognitive Modeling335
Ch. 13Dynamic Binding in a Neural Network for Shape Recognition337
Ch. 14Context, Cortex, and Dopamine: A Connectionist Approach to Behavior and Biology in Schizophrenia377
Ch. 15The End of the Line for a Brain-Damaged Model of Unilateral Neglect423
Ch. 16An Integrated Theory of List Memory463
Ch. 17Why There Are Complementary Learning Systems in the Hippocampus and Neocortex: Insights from the Successes and Failures of Connectionist Models of Learning and Memory499
Ch. 18ALCOVE: An Exemplar-Based Connectionist Model of Category Learning537
Ch. 19How People Learn to Skip Steps577
Ch. 20Acquisition of Children's Addition Strategies: A Model of Impasse-Free, Knowledge-Level Learning623
Ch. 21Learning from a Connectionist Model of the Acquisition of the English Past Tense649
Ch. 22Acquiring the Mapping from Meaning to Sounds661
Ch. 23Understanding Normal and Impaired Word Reading: Computational Principles in Quasi-Regular Domains691
Ch. 24Language Production and Serial Order: A Functional Analysis and a Model749
Ch. 25Interference in Short-Term Memory: The Magical Number Two (or Three) in Sentence Processing797
Ch. 26Similarity, Interactive Activation, and Mapping: An Overview817
Ch. 27Analogical Mapping by Constraint Satisfaction849
Ch. 28MAC/FAC: A Model of Similarity-Based Retrieval911
Ch. 29Distributed Representations of Structure: A Theory of Analogical Access and Mapping943
Ch. 30Case-Based Learning: Predictive Features in Indexing987
Ch. 31Feature-Based Induction1009
Ch. 32Deduction as Verbal Reasoning1045
Ch. 33Project Ernestine: Validating a GOMS Analysis for Predicting Explaining Real-World Task Performance1085
Pt. IIIIssues in Cognitive Modeling1115
Ch. 34Connectionism and the Problem of Systematicity (Continued): Why Smolensky's Solution Still Doesn't Work1117
Ch. 35Networks and Theories: The Place of Connectionism in Cognitive Science1131
Ch. 36Neuropsychological Inference with an Interactive Brain: A Critique of the "Locality" Assumption1149
Ch. 37Is Human Cognition Adaptive?1193
Ch. 38Precis of Unified Theories of Cognition1231
Contributors1261
Index1267


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