Modeling Human Behavior With Integrated Cognitive Architectures: Comparison, Evaluation, and Validation
Editat de Kevin A. Gluck, Richard W. Pewen Limba Engleză Paperback – 20 iul 2005
This unique project, called the Agent-Based Modeling and Behavior Representation (AMBR) Model Comparison, involved a series of human performance model evaluations in which the processes and performance levels of computational cognitive models were compared to each other and to human operators performing the identical tasks. In addition to quantitative data comparing the performance of the models and real human performance, the book also presents a qualitatively oriented discussion of the practical and scientific considerations that arise in the course of attempting this kind of model development and validation effort.
The primary audiences for this book are people in academia, industry, and the military who are interested in explaining and predicting complex human behavior using computational cognitive modeling approaches. The book should be of particular interest to individuals in any sector working in Psychology, Cognitive Science, Artificial Intelligence, Industrial Engineering, System Engineering, Human Factors, Ergonomics and Operations Research. Any technically or scientifically oriented professional or student should find the material fully accessible without extensive mathematical background.
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Specificații
ISBN-13: 9780805850482
ISBN-10: 0805850481
Pagini: 482
Dimensiuni: 152 x 229 x 24 mm
Greutate: 0.64 kg
Ediția:1
Editura: Taylor & Francis
Colecția Psychology Press
Locul publicării:Oxford, United Kingdom
ISBN-10: 0805850481
Pagini: 482
Dimensiuni: 152 x 229 x 24 mm
Greutate: 0.64 kg
Ediția:1
Editura: Taylor & Francis
Colecția Psychology Press
Locul publicării:Oxford, United Kingdom
Public țintă
ProfessionalCuprins
Contents: Preface. Part I: Overview, Experiments, and Software. K.A. Gluck, R.W. Pew, M.J. Young, Background, Structure, and Preview of the Model Comparison. Y.J. Tenney, D.E. Diller, S. Deutsch, K. Godfrey, The AMBR Experiments: Methodology and Human Benchmark Results. S. Deutsch, D.E. Diller, B. Benyo, L. Feinerman, The Simulation Environment for the AMBR Experiments. Part II: Models of Multitasking and Category Learning. C. Lebiere, Constrained Functionality: Application of the ACT-R Cognitive Architecture to the AMBR Modeling Comparison. W. Zachary, J. Ryder, J. Stokes, F. Glenn, J-C. Le Mentec, T. Santarelli, A COGNET/iGEN Cognitive Model That Mimics Human Performance and Learning in a Simulated Work Environment. R.G. Eggleston, K.L. McCreight, M.J. Young, Distributed Cognition and Situated Behavior. R.S. Chong, R.E. Wray, Inheriting Constraint in Hybrid Cognitive Architectures: Applying the EASE Architecture to Performance and Learning in a Simplified Air Traffic Control Task. Part III: Conclusions, Lessons Learned, and Implications. D.E. Diller, K.A. Gluck, Y.J. Tenney, K. Godfrey, Comparison, Convergence, and Divergence in Models of Multitasking and Category Learning, and in the Architectures Used to Create Them. B.C. Love, In Vivo or In Vitro: Cognitive Architectures and Task-Specific Models. G.E. Campbell, A.E. Bolton, HBR Validation: Integrating Lessons Learned From Multiple Academic Disciplines, Applied Communities, and the AMBR Project. R.W. Pew, K.A. Gluck, S. Deutsch, Accomplishments, Challenges, and Future Directions for Human Behavior Representation.
Notă biografică
Kevin A. Gluck (Edited by) , Richard W. Pew (Edited by)
Descriere
This book documents the accomplishments and lessons learned from the Agent-Based Modeling and Behavior Representation Model Comparison. It examines the ability of a range of integrative cognitive modelings architectures to predict human behavior.