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Tables of Contents for Cognitive Modeling
Chapter/Section Title
Page #
Page Count
Preface
xi
Sources
xix
Part I Architectures and Approaches
1
334
Symbolic Models
3
1
Construction Integration
4
1
The Role of Knowledge in Discourse Comprehension: A Construction--Integration Model
5
44
Walter A. Kintsch
ACT
48
1
ACT: A Simple Theory of Complex Cognition
49
22
John R. Anderson
Soar
69
2
A Preliminary Analysis of the Soar Architecture as a Basis for General Intelligence
71
30
Paul S. Rosenbloom
John E. Laird
Allen Newell
Robert McCarl
EPIC
99
2
Adaptive Executive Control: Flexible Multiple-Task Performance without Pervasive Immutable Response-Selection Bottlenecks
101
30
David E. Meyer
David E. Kieras
Erick Lauber
Eric H. Schumacher
Jennifer Glass
Eileen Zurbriggen
Leon Gmeindl
Dana Apfelblat
CAPS
129
2
A Capacity Theory of Comprehension: Individual Differences in Working Memory
131
50
Marcel A. Just
Patricia A. Carpenter
Neural Network Models
179
1
Neural Networks
180
1
How Neural Networks Learn from Experience
181
16
Geoffrey E. Hinton
Hopfield Networks
196
1
The Hopfield Model
197
16
John Hertz
Anders Krogh
Richard G. Palmer
Back Propagation
212
1
Learning Representations by Back-Propagating Errors
213
10
David E. Rumelhart
Geoffrey E. Hinton
Ronald J. Williams
Supervised Learning
221
2
Forward Models: Supervised Learning with a Distal Teacher
223
34
Michael I. Jordan
David E. Rumelhart
Recurrent Networks
256
1
Finding Structure in Time
257
32
Jeffrey L. Elman
Adaptive Resonance Theory
288
1
A Self-Organizing Neural Network for Supervised Learning, Recognition, and Prediction
289
28
Gail A. Carpenter
Stephen Grossberg
Optimality Theory
315
2
Optimality: From Neural Networks to Universal Grammar
317
18
Alan Prince
Paul Smolensky
Part II Case Studies in Cognitive Modeling
335
780
Perceptual Recognition
336
1
Dynamic Binding in a Neural Network for Shape Recognition
337
40
John E. Hummel
Irving Biederman
Executive Processes
375
2
Context, Cortex, and Dopamine: A Connectionist Approach to Behavior and Biology in Schizophrenia
377
46
Jonathan D. Cohen
David Servan-Schreiber
Attentional Neglect
422
1
The End of the Line for a Brain-Damaged Model of Unilateral Neglect
423
40
Michael C. Mozer
Peter W. Halligan
John C. Marshall
List Memory
461
2
An Integrated Theory of List Memory
463
36
John R. Anderson
Dan Bothell
Christian Lebiere
Michael Matessa
Memory and Learning
497
2
Why There Are Complementary Learning Systems in the Hippocampus and Neocortex: Insights from the Successes and Failures of Connectionist Models of Learning and Memory
499
38
James L. McClelland
Bruce L. McNaughton
Randall C. O'Reilly
Category Learning
535
2
ALCOVE: An Exemplar-Based Connectionist Model of Category Learning
537
86
John K. Kruschke
Procedural Learning
576
45
How People Learn to Skip Steps
577
Stephen B. Blessing
John R. Anderson
Conceptual Learning
621
2
Acquisition of Children's Addition Strategies: A Model of Impasse-Free, Knowledge-Level Learning
623
26
Randolph M. Jones
Kurt VanLehn
Language Learning
647
2
Learning from a Connectionist Model of the Acquisition of the English Past Tense
649
12
Kim Plunkett
Virginia A. Marchman
Learning Words
660
1
Acquiring the Mapping from Meaning to Sounds
661
30
Garrison W. Cottrell
Kim Plunkett
Reading Words
690
1
Understanding Normal and Impaired Word Reading: Computational Principles in Quasi-Regular Domains
691
58
David C. Plaut
James L. McClelland
Mark S. Seidenberg
Karalyn Patterson
Producing Language
747
2
Language Production and Serial Order: A Functional Analysis and a Model
749
48
Gary S. Dell
Lisa K. Burger
William R. Svec
Understanding Language
795
2
Interference in Short-Term Memory: The Magical Number Two (or Three) in Sentence Processing
797
20
Richard L. Lewis
Processing Similarity
815
2
Similarity, Interactive Activation, and Mapping: An Overview
817
32
Robert L. Goldstone
Douglas L. Medin
Mapping Analogies
848
1
Analogical Mapping by Constraint Satisfaction
849
62
Keith J. Holyoak
Paul Thagard
Retrieving Analogies
910
1
MAC/FAC: A Model of Similarity-Based Retrieval
911
32
Kenneth D. Forbus
Dedre Gentner
Keith Law
Representing Structure
941
2
Distributed Representations of Structure: A Theory of Analogical Access and Mapping
943
44
John E. Hummel
Keith J. Holyoak
Retrieving Structure
986
1
Case-Based Learning: Predictive Features in Indexing
987
22
Colleen M. Seifert
Kristian J. Hammond
Hollyn M. Johnson
Timothy M. Converse
Thomas F. McDougal
Scott W. VanderStoep
Inductive Reasoning
1008
1
Feature-Based Induction
1009
36
Steven A. Sloman
Deductive Reasoning
1043
2
Deduction as Verbal Reasoning
1045
40
Thad A. Polk
Allen Newell
Task Performance
1083
2
Project Ernestine: Validating a GOMS Analysis for Predicting and Explaining Real-World Task Performance
1085
30
Wayne D. Gray
Bonnie E. John
Michael E. Atwood
Part III Issues in Cognitive Modeling
1115
146
Connectionist vs. Symbolic Models
1116
1
Connectionism and the Problem of Systematicity (Continued): Why Smolensky's Solution Still Doesn't Work
1117
14
Jerry Fodor
Theory vs. Modeling
1129
2
Networks and Theories: The Place of Connectionism in Cognitive Science
1131
18
Michael McCloskey
Computation in the Brain
1147
2
Neuropsychological Inference with an Interactive Brain: A Critique of the ``Locality'' Assumption
1149
44
Martha J. Farah
Mind vs. World
1191
2
Is Human Cognition Adaptive?
1193
38
John. R. Anderson
Generality vs. Specificity of Models
1229
2
Precis of Unified Theories of Cognition
1231
30
Allen Newell
Contributors
1261
6
Index
1267