Abstraction in Artificial Intelligence and Complex Systems PDF Download

Abstraction in Artificial Intelligence and Complex Systems PDF
By:Lorenza Saitta,Jean-Daniel Zucker
Published on 2013-06-05 by Springer Science & Business Media

Abstraction is a fundamental mechanism underlying both human and artificial perception, representation of knowledge, reasoning and learning. This mechanism plays a crucial role in many disciplines, notably Computer Programming, Natural and Artificial Vision, Complex Systems, Artificial Intelligence and Machine Learning, Art, and Cognitive Sciences. This book first provides the reader with an overview of the notions of abstraction proposed in various disciplines by comparing both commonalities and differences. After discussing the characterizing properties of abstraction, a formal model, the KRA model, is presented to capture them. This model makes the notion of abstraction easily applicable by means of the introduction of a set of abstraction operators and abstraction patterns, reusable across different domains and applications. It is the impact of abstraction in Artificial Intelligence, Complex Systems and Machine Learning which creates the core of the book. A general framework, based on the KRA model, is presented, and its pragmatic power is illustrated with three case studies: Model-based diagnosis, Cartographic Generalization, and learning Hierarchical Hidden Markov Models.

This Book was ranked at 33 by Google Books for keyword Computer Science AI Machine Learning Computers Technology.

Book ID of Abstraction in Artificial Intelligence and Complex Systems's Books is _Q1GAAAAQBAJ, Book which was written byLorenza Saitta,Jean-Daniel Zuckerhave ETAG "nbfZYMjOHMw"

Book which was published by Springer Science & Business Media since 2013-06-05 have ISBNs, ISBN 13 Code is 9781461470526 and ISBN 10 Code is 1461470528

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Book which have "484 Pages" is Printed at BOOK under CategoryComputers

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