By Lorenza Saitta,Jean-Daniel Zucker

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

This ebook first presents the reader with an summary of the notions of abstraction proposed in a variety of 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 proposal of abstraction simply appropriate via the creation of a collection of abstraction operators and abstraction styles, reusable throughout various domain names and purposes.

It is the influence of abstraction in man made Intelligence, advanced platforms and desktop studying which creates the middle of the book.  A basic 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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