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Metareasoning : thinking about thinking

Author: Michael T Cox; Anita Raja
Publisher: Cambridge, Mass. : MIT Press, ©2011.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
This text offers a simple model of reasoning about reason as a framework for its discussions. Following this framework, the contributors consider meta-level control of computational activities, introspective monitoring, distributed meta-reasoning, and, putting all these aspects of meta- reasoning together.
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Genre/Form: Electronic books
Electronic book
Additional Physical Format: Print version:
Metareasoning.
Cambridge, Mass. : MIT Press, ©2011
(DLC) 2010015787
(OCoLC)611551144
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Michael T Cox; Anita Raja
ISBN: 9780262295284 0262295288 1283258544 9781283258548
OCLC Number: 751978786
Description: 1 online resource (vi, 340 pages) : illustrations
Contents: Machine generated contents note: I. Basic Themes --
1. Metareasoning: An Introduction / Anita Raja --
2. There's No "Me" in "Meta" --
Or Is There? / Don Perlis --
3. Metareasoning and Bounded Rationality / Shlomo Zilberstein --
II. Metalevel Control --
4. Learning Expertise with Bounded Rationality and Self-Awareness / Smiljana Petrovic --
5. Controlling Deliberation in Coordinators / David Musliner --
6. Goal-Directed Metacontrol for Integrated Procedure Learning / Yolanda Gil --
7. Metareasoning for Multispectral Satellite Image Interpretation / Robert Laddaga --
8. Metareasoning as a Formal Computational Problem / Vincent Conitzer --
III. Introspective Monitoring --
9. Metareasoning, Monitoring, and Self-Explanation / Michael T. Cox --
10. Metareasoning for Self-Adaptation in Intelligent Agents / Joshua Jones --
11. Using Introspective Reasoning to Improve CBR System Performance / David B. Leake --
12. Metacognitive Loop and Reasoning about Anomalies / Dean Wright --
IV. Distributed Metareasoning --
13. Coordinating Agents' Metalevel Control / Michael Krainin --
14. Role of Metareasoning in Achieving Effective Multiagent Coordination / Terry L. Zimmerman --
15. Distributed Metamanagement for Self-Protection and Self-Explanation / Catriona M. Kennedy --
16. Weighted Prediction Divergence for Metareasoning / Maria Gini --
V. Models of Self --
17. Metareasoning as an Integral Part of Commonsense and Autocognitive Reasoning / Lenhart Schubert --
18. Robotic Models of Self / Brian Scassellati --
19. Anthropomorphic Self-Models for Metareasoning Agents / Michael T. Cox --
20. Varieties of Metacognition in Natural and Artificial Systems / Aaron Sloman.
Responsibility: edited by Michael T. Cox and Anita Raja ; foreword by Eric Horvitz.

Abstract:

Experts report on the latest artificial intelligence research concerning reasoning about reasoning itself.  Read more...

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