Concept Formation and Knowledge Revision
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- Hardcover
- Taschenbuch ausgewählt
- eBook
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Sprache:Englisch
139,99 €
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160,49 €
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Beschreibung
Produktdetails
Einband
Taschenbuch
Erscheinungsdatum
19.11.2010
Verlag
Springer UsSeitenzahl
240
Maße (L/B/H)
23,5/15,5/1,5 cm
Gewicht
400 g
Auflage
Softcover reprint of hardcover 1st ed. 1994
Sprache
Englisch
ISBN
978-1-4419-5146-5
Taking an interdisciplinary approach from psychological foundations to computer implementations, the book draws on existing psychological results about the nature of human concepts and concept formation to determine the scope of concept formation phenomena, and to identify potential components of computational concept formation models. The central idea of this work is that computational concept formation can usefully be understood as a process that is triggered in a demand-driven fashion by the representational needs of the learning system, and identify the knowledge revision activities of a system as a particular context for such a process.
The book presents a detailed analysis of the revision problem for first-order clausal theories, and develops a set of postulates that any such operation should satisfy. It shows how a minimum theory revision operator can be realized by using exception sets, and that this operator is indeed maximally general. The book then shows that concept formation can be triggered from within the knowledge revision process whenever the existing representation does not permit the plausible reformulation of an exception set, demonstrating the usefulness of the approach both theoretically and empirically within the learning knowledge acquisition system MOBAL.
In using a first-order representation, this book is part of the rapidly developing field of Inductive Logic Programming (ILP). By integrating the computational issues with psychological and fundamental discussions of concept formation phenomena, the book will be of interest to readers both theoretically and psychologically inclined.
From the foreword by Katharina Morik:
` The ideal to combine the three sources of artificial intelligence research has almost never been reached. Such a combined and integrated research requires the researcher to master different ways of thinking, different work styles, different sets of literature, and different research procedures. It requires capabilities in software engineering for the application part, in theoretical computer science for the theory part, and in psychology for the cognitive part. The most important capability for artificial intelligence is to keep the integrative viewand to create a true original work that goes beyond the collection of pieces from different fields.
This book achieves such an integrative view of concept formation and knowledge revision by presenting the way
- from psychological investigations that indicate that concepts are theories and point at the important role of a demand for learning.
- to an implemented system which supports users in their tasks when working with a knowledge base
- and its theoretical foundation. '
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