Download e-book for kindle: Abstraction in Artificial Intelligence and Complex Systems by Lorenza Saitta,Jean-Daniel Zucker

By Lorenza Saitta,Jean-Daniel Zucker

ISBN-10: 146147051X

ISBN-13: 9781461470519

ISBN-10: 1489988742

ISBN-13: 9781489988744

Abstraction is a basic mechanism underlying either human and synthetic conception, illustration of data, reasoning and studying. This mechanism performs an important function in lots of disciplines, significantly machine Programming, typical and synthetic imaginative and prescient, complicated platforms, synthetic Intelligence and computer studying, artwork, and Cognitive Sciences.

This ebook first offers the reader with an outline of the notions of abstraction proposed in quite a few disciplines via evaluating either commonalities and differences.  After discussing the characterizing houses of abstraction, a proper version, the KRA model, is gifted to seize them. This version makes the proposal of abstraction simply acceptable via the advent of a suite of abstraction operators and abstraction styles, reusable throughout diversified domain names and purposes.

It is the influence of abstraction in man made Intelligence, complicated platforms and laptop studying which creates the middle of the book.  A normal framework, according to the KRA model, is gifted, and its pragmatic strength is illustrated with 3 case reports: Model-based analysis, Cartographic  Generalization, and studying Hierarchical Hidden Markov Models.

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Abstraction in Artificial Intelligence and Complex Systems by Lorenza Saitta,Jean-Daniel Zucker

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