Creating A Memory of Causal Relationships: An Integration of Empirical and Explanation-based Learning Methods - Tapa blanda

Pazzani, Michael J.

 
9781138966918: Creating A Memory of Causal Relationships: An Integration of Empirical and Explanation-based Learning Methods
Tapa blanda
ISBN 10: 1138966916 ISBN 13: 9781138966918
Editorial: Routledge, 2016

Sinopsis

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.

Please note: This program runs on common lisp.

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Acerca del autor

Michael J. Pazzani

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Routledge
Año de publicación
2016
Idioma
Inglés
ISBN 10 
1138966916
ISBN 13 
9781138966918
Encuadernación
Tapa blanda
Número de edición
1
Número de páginas
360
Contacto del fabricante
no disponible
Persona responsable
no disponible

Otras ediciones populares con el mismo título

9780805806298: Creating A Memory of Causal Relationships: An Integration of Empirical and Explanation-based Learning Methods

Edición Destacada

ISBN 10:  0805806296 ISBN 13:  9780805806298
Editorial: Psychology Press, 1990
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