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Abstraction in Artificial Intelligence and Complex Systems 2013 Edition
Contributor(s): Saitta, Lorenza (Author), Zucker, Jean-Daniel (Author)
ISBN: 146147051X     ISBN-13: 9781461470519
Publisher: Springer
OUR PRICE:   $151.99  
Product Type: Hardcover - Other Formats
Published: June 2013
Qty:
Additional Information
BISAC Categories:
- Computers | Computer Graphics
- Computers | Databases - Data Mining
- Computers | Computer Science
Dewey: 004
Physical Information: 1.2" H x 6.1" W x 9.4" (1.80 lbs) 484 pages
 
Descriptions, Reviews, Etc.
Publisher Description:
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.