Creating A Memory of Causal Relationships

Michael J. Pazzani

ISBN 10: 1138966916 / ISBN 13: 9781138966918

Published by Taylor and Francis, 2016

About this Item

New Book. Shipped from UK. Established seller since 2000.

Seller Inventory # L2-9781138966918

Bibliographic Details

• Title: Creating A Memory of Causal Relationships
• Publisher: Taylor and Francis
• Publication Date: 2016
• Language: English
• ISBN 10: 1138966916
• ISBN 13: 9781138966918
• Binding: PAP
• Condition: New
• Weight: 687 grams

About this title

Synopsis

This book presents a theory of learning new causal relationships by making use of perceived regularities in the environment, general knowledge of causality, and existing causal knowledge. Integrating ideas from the psychology of causation and machine learning, the author introduces a new learning procedure called theory-driven learning that uses abstract knowledge of causality to guide the induction process.

Known as OCCAM, the system uses theory-driven learning when new experiences conform to common patterns of causal relationships, empirical learning to learn from novel experiences, and explanation-based learning when there is sufficient existing knowledge to explain why a new outcome occurred. Together these learning methods construct a hierarchical organized memory of causal relationships. As such, OCCAM is the first learning system with the ability to acquire, via empirical learning, the background knowledge required for explanation-based learning.

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About the Author

Michael J. Pazzani