Abstraction in Artificial Intelligence and Complex Systems

Name: Abstraction in Artificial Intelligence and Complex Systems
Brand: Springer-Verlag New York Inc.
SKU: 9781461470519
Price: 682.57 PLN
Availability: InStock

Autor: Lorenza Saitta, Jean Daniel Zucker

Język:

Oprawa: Twarda

Wydawca: Springer-Verlag New York Inc.

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Abstraction is a fundamental mechanism underlying both human and artificial perception, representati...

Informacje o książce

Autor

Lorenza Saitta, Jean Daniel Zucker

Język

Angielski

Oprawa

Książka - Twarda

Data wydania

2013

strony

484

EAN

9781461470519

ISBN

146147051X

Enbook ID

01428721

Wydawca

Springer-Verlag New York Inc.

Waga

886

Wymiary

162 x 240 x 32

Pełny opis

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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