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portada Abstraction in Artificial Intelligence and Complex Systems
Type
Physical Book
Author
Publisher
Language
English
Pages
484
Format
Paperback
Dimensions
23.4x15.6x2.6 cm
Weight
0.69 kg.
ISBN13
9781489988744
Categories

Abstraction in Artificial Intelligence and Complex Systems

Lorenza Saitta (Author) · Jean-Daniel Zucker (Author) · Springer · Paperback

Abstraction in Artificial Intelligence and Complex Systems - Saitta, Lorenza ; Zucker, Jean-Daniel

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Synopsis "Abstraction in Artificial Intelligence and Complex Systems"

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.

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