Metareasoning : Thinking about Thinking.
- 1st ed.
- 1 online resource (349 pages)
- The MIT Press Series .
- The MIT Press Series .
Cover -- Contents -- Foreword -- I Basic Themes -- 1 Metareasoning -- 2 There's No "Me" in "Meta"-Or Is There? -- 3 Metareasoning and Bounded Rationality -- II Metalevel Control -- 4 Learning Expertise with Bounded Rationality and Self-Awareness -- 5 Controlling Deliberation in Coordinators -- 6 Goal-Directed Metacontrol for Integrated Procedure Learning -- 7 Metareasoning for Multispectral Satellite Image Interpretation -- 8 Metareasoning as a Formal Computational Problem -- III Introspective Monitoring -- 9 Metareasoning, Monitoring, and Self-Explanation -- 10 Metareasoning for Self-Adaptation in Intelligent Agents -- 11 Using Introspective Reasoning to Improve CBR System Performance -- 12 The Metacognitive Loop and Reasoning about Anomalies -- IV Distributed Metareasoning -- 13 Coordinating Agents' Metalevel Control -- 14 The Role of Metareasoning in Achieving Effective Multiagent Coordination -- 15 Distributed Metamanagement for Self-Protection and Self-Explanation -- 16 Weighted Prediction Divergence for Metareasoning -- V Models of Self -- 17 Metareasoning as an Integral Part of Commonsense and Autocognitive Reasoning -- 18 Robotic Models of Self -- 19 Anthropomorphic Self-Models for Metareasoning Agents -- 20 Varieties of Metacognition in Natural and Artificial Systems -- Contributors -- Index.
Experts report on the latest artificial intelligence research concerning reasoning about reasoning itself.