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

By Lorenza Saitta,Jean-Daniel Zucker

Abstraction is a basic mechanism underlying either human and synthetic notion, illustration of data, reasoning and studying. This mechanism performs a very important function in lots of disciplines, particularly desktop Programming, usual and synthetic imaginative and prescient, advanced platforms, man made Intelligence and desktop studying, artwork, and Cognitive Sciences.

This booklet first offers the reader with an summary of the notions of abstraction proposed in a number of disciplines by way of evaluating either commonalities and differences.  After discussing the characterizing houses of abstraction, a proper version, the KRA model, is gifted to catch them. This version makes the inspiration of abstraction simply appropriate by way of the creation of a collection of abstraction operators and abstraction styles, reusable throughout diversified domain names and functions.

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

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