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Abstraction in Artificial Intelligence and Complex Systems - download pdf or read online

By Lorenza Saitta,Jean-Daniel Zucker

Abstraction is a primary mechanism underlying either human and synthetic notion, illustration of information, reasoning and studying. This mechanism performs an important position in lots of disciplines, significantly laptop Programming, ordinary and synthetic imaginative and prescient, advanced structures, synthetic Intelligence and computing device studying, paintings, and Cognitive Sciences.

This booklet first offers the reader with an summary of the notions of abstraction proposed in a number of disciplines through 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 thought of abstraction simply acceptable via the creation of a suite of abstraction operators and abstraction styles, reusable throughout diverse domain names and functions.

It is the influence of abstraction in synthetic Intelligence, complicated platforms and computing device 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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Abstraction in Artificial Intelligence and Complex Systems by Lorenza Saitta,Jean-Daniel Zucker

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