Machine Learning, Meta-Reasoning and Logics: 82 - Rilegato

 
9780792390473: Machine Learning, Meta-Reasoning and Logics: 82

Sinossi

This book contains a selection of papers presented at the International Workshop Machine Learning, Meta-Reasoning and Logics held in Hotel de Mar in Sesimbra, Portugal, 15-17 February 1988. Meta-Reasoning and Machine Learning The first chapter is concerned with the role meta-reasoning plays in intelligent systems capable of learning.

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Contenuti

I. Meta-Reasoning and Machine Learning.- A Metalevel Manifesto.- A Sketch of Autonomous Learning using Declarative Bias.- Shift of Bias as Non-Monotonic Reasoning.- Mutual Constraints on Representation and Inference.- Meta-Reasoning: Transcription of Invited Lecture by Luigia Aiello.- Discussion.- II. Reasoning About Proofs and Explanations.- Overgenerality in Explanation-Based Generalization.- A Tool for the Management of Incomplete Theories: Reasoning about Explanations.- A Comparison of Rule and Exemplar-Based Learning Systems.- Discovery and Revision via Incremental Hill Climbing.- Learning from Imperfect Data.- III. Foundations of AI and Machine Learning.- Knowledge Revision and Multiple Extensions.- Minimal Change—A Criterion for Choosing between Competing Models.- Hierarchic Autoepistemic Theories for Nonmonotonic Reasoning: Preliminary Report.- Automated Quantified Modal Logic.

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9781461289067: Machine Learning, Meta-Reasoning and Logics: 82

Edizione in evidenza

ISBN 10:  1461289068 ISBN 13:  9781461289067
Casa editrice: Springer, 2011
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