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, significantly laptop Programming, normal and synthetic imaginative and prescient, complicated structures, man made Intelligence and desktop studying, artwork, and Cognitive Sciences.

This booklet first offers 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 seize them. This version makes the suggestion of abstraction simply appropriate via the advent of a collection of abstraction operators and abstraction styles, reusable throughout varied domain names and functions.

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

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