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Utility Generalization and Composability Problems in Explanation-based Learning

Utility Generalization and Composability Problems in Explanation-based Learning PDF Author: Jonathan Matthew Gratch
Publisher:
ISBN:
Category : Artificial intelligence
Languages : en
Pages : 48

Book Description

Utility Generalization and Composability Problems in Explanation-based Learning

Utility Generalization and Composability Problems in Explanation-based Learning PDF Author: Jonathan Matthew Gratch
Publisher:
ISBN:
Category : Artificial intelligence
Languages : en
Pages : 48

Book Description

Machine Learning Proceedings 1991

Machine Learning Proceedings 1991 PDF Author: Machine Learning
Publisher: Morgan Kaufmann
ISBN: 1483298175
Category : Computers
Languages : en
Pages : 661

Book Description
Machine Learning

Resources in Education

Resources in Education PDF Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 1008

Book Description

An Analysis of Learning to Plan as a Search Problem

An Analysis of Learning to Plan as a Search Problem PDF Author: Jonathan Matthew Gratch
Publisher:
ISBN:
Category : Machine learning
Languages : en
Pages : 38

Book Description
These 'learning operators' define a space of possible transformations through which a system must search for a [sic] efficient planner. We show that the complexity of this search precludes a general solution and can only be approached via simplifications. We illustrate the frequently unarticulated commitments which underly current learning approaches. These simplifications improve learning efficiency but not without tradeoffs. In some cases these tradeoffs result in less than optimal behavior. In others, they produce planners which become worse through learning. It is hoped that by articulating these commitments we can better understand their ramifications.

Resources in Education

Resources in Education PDF Author:
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 1012

Book Description

COMPOSER

COMPOSER PDF Author: Jonathan Matthew Gratch
Publisher:
ISBN:
Category : Machine learning
Languages : en
Pages : 34

Book Description
Abstract: "In machine learning there is considerable interest in techniques which improve planning ability. Initial investigations have identified a wide variety of techniques to address this issue. Progress has been hampered by the utility problem, a basic tradeoff between the benefit of learned knowledge and the cost to locate and apply relevant knowledge. In this paper we describe the COMPOSER system. COMPOSER embodies a probabilistic solution to the utility problem. It is implemented in the PRODIGY architecture. We compare COMPOSER to four other approaches which appear in the literature."

Publications of the State of Illinois

Publications of the State of Illinois PDF Author:
Publisher:
ISBN:
Category : Government publications
Languages : en
Pages : 202

Book Description

Publications of the State of Illinois 1987

Publications of the State of Illinois 1987 PDF Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 700

Book Description

Monthly Checklist of State Publications

Monthly Checklist of State Publications PDF Author: Library of Congress. Exchange and Gift Division
Publisher:
ISBN:
Category : State government publications
Languages : en
Pages : 622

Book Description
An annual index to the monographs appears early in the following year.

Illinois Documents List

Illinois Documents List PDF Author:
Publisher:
ISBN:
Category : State government publications
Languages : en
Pages : 336

Book Description

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