1.

Record Nr.

UNINA9910456896003321

Titolo

Metareasoning [[electronic resource] ] : thinking about thinking / / edited by Michael T. Cox and Anita Raja ; foreword by Eric Horvitz

Pubbl/distr/stampa

Cambridge, Mass., : MIT Press, c2011

ISBN

0-262-30935-1

1-283-25854-4

9786613258540

0-262-29528-8

Descrizione fisica

1 online resource (349 p.)

Altri autori (Persone)

CoxMichael T. <1955->

RajaAnita <1975->

HorvitzEric

Disciplina

006.3

Soggetti

Artificial intelligence

Reasoning (Psychology)

Intellect

Electronic books.

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Description based upon print version of record.

Nota di bibliografia

Includes bibliographical references and index.

Nota di contenuto

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 Performance12 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 SystemsContributors; Index

Sommario/riassunto

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.