By Lorenza Saitta,Jean-Daniel Zucker

Abstraction is a basic mechanism underlying either human and synthetic conception, illustration of information, reasoning and studying. This mechanism performs a very important position in lots of disciplines, particularly computing device Programming, ordinary and synthetic imaginative and prescient, advanced structures, man made Intelligence and desktop studying, paintings, and Cognitive Sciences.

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

It is the effect of abstraction in synthetic Intelligence, advanced platforms and computer studying which creates the middle of the book.  A normal framework, in line with the KRA model, is gifted, and its pragmatic strength is illustrated with 3 case reports: Model-based prognosis, Cartographic  Generalization, and studying Hierarchical Hidden Markov Models.

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