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作者 Laird, John E
書名 The Soar Cognitive Architecture
出版項 Cambridge : MIT Press, 2012
©2012
國際標準書號 9780262301145 (electronic bk.)
9780262122962
book jacket
說明 1 online resource (391 pages)
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
系列 The MIT Press Ser
The MIT Press Ser
附註 Intro -- Contents -- Preface -- Acknowledgments -- Chapter 1. Introduction -- 1.1 Background -- 1.2 Cognitive Architectures -- 1.3 Soar -- 1.4 Research Strategy -- 1.5 Preview of Chapters 2-14 -- Chapter 2. Requirements for Cognitive Architectures -- 2.1 Characteristics of Environments, Tasks, and Agents -- 2.2 Architectural Requirements -- Chapter 3. The Problem-Space Computational Model -- 3.1 Task Environments -- 3.2 The Problem-Space Framework -- 3.3 Knowledge Search -- 3.4 Problem-Space Computational Models -- 3.5 Impasses and Substates -- 3.6 Using Multiple Sources of Knowledge -- 3.7 Acquiring Knowledge -- 3.8 Alternative PSCMs -- Chapter 4. Soar as an Implementation of the PSCM -- 4.1 Production Systems -- 4.2 Mapping Production Systems onto the PSCM -- 4.3 The Soar Processing Cycle -- 4.4 Demonstrations of Basic PSCM -- 4.5 Discussion -- 4.6 Analysis of Requirements -- Chapter 5. Impasses and Substates: The Basis for Complex Reasoning -- 5.1 Impasses -- 5.2 Substates -- 5.3 Problem Solving in Substates -- 5.4 Substate Results -- 5.5 Maintaining Consistency -- 5.6 Demonstrations of Impasses and Substates -- 5.7 Discussion -- 5.8 Analysis of Requirements -- Chapter 6. Chunking -- 6.1 Chunking in Soar -- 6.2 Implications of Chunking in Soar -- 6.3 Demonstrations of Chunking -- 6.4 Assumptions Inherent to Chunking -- Chapter 7. Tuning Procedural Knowledge: Reinforcement Learning -- 7.1 Reinforcement Learning in Soar -- 7.2 Learning over Large State Spaces -- 7.3 Demonstrations of Reinforcement Learning -- 7.4 Analysis of Requirements -- Chapter 8. Semantic Memory -- 8.1 Semantic Memory in Soar -- 8.2 Encoding and Storage -- 8.3 Retrieval -- 8.4 Demonstrations of Semantic Memory -- 8.5 Analysis of Requirements -- Chapter 9. Episodic Memory -- 9.1 Episodic Memory in Soar -- 9.2 Encoding and Storage -- 9.3 Retrieval
9.4 Use of Episodic Memory -- 9.5 Demonstrations of Episodic Memory -- 9.6 Comparison of Episodic Memory and Semantic Memory -- 9.7 Analysis of Requirements -- Chapter 10. Visuospatial Processing with Mental Imagery -- 10.1 Visual and Spatial Representations -- 10.2 Visuospatial Domains -- 10.3 SVS -- 10.4 Demonstrations of Spatial and Visual Imagery -- 10.5 Analysis of Requirements -- Chapter 11. Emotion -- 11.1 Appraisal Theories of Emotion -- 11.2 Abstract Functional Cognitive Operations -- 11.3 Unifying Cognitive Control and Appraisal -- 11.4 Emotion, Mood, and Feeling -- 11.5 Emotion and Reinforcement Learning -- 11.6 Demonstrations of Emotion Processing -- 11.7 Analysis of Requirements -- Chapter 12. Demonstrations of Multiple Architectural Capabilities -- 12.1 Learning to Use Episodic Memory with Reinforcement Learning -- 12.2 Using Mental Imagery with Reinforcement Learning -- 12.3 Diverse Forms of Action Modeling -- 12.4 Analysis of Requirements -- Chapter 13. Soar Applications -- 13.1 Applications -- 13.2 TacAir-Soar -- 13.3 Imagining TacAir-Soar 2.0 -- Chapter 14. Conclusion -- 14.1 Soar from a Structural Perspective -- 14.2 Soar from a Functional Perspective -- 14.3 Evaluating Soar on Architectural Requirements -- References -- Index
The definitive presentation of Soar, one AI's most enduring architectures, offering comprehensive descriptions of fundamental aspects and new components
Description based on publisher supplied metadata and other sources
Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2020. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries
鏈接 Print version: Laird, John E. The Soar Cognitive Architecture Cambridge : MIT Press,c2012 9780262122962
主題 Software architecture
Electronic books
Alt Author III, Robert E. Wray
Wang, Yongjia
Derbinsky, Nate
Nuxoll, Andrew M
Lathrop, Scott
Wintermute, Samuel
III, Robert P. Marinier
Gorski, Nicholas
Xu, Joseph
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