Abstraction in Artificial Intelligence and Complex Systems

Name: Abstraction in Artificial Intelligence and Complex Systems
Brand: Springer-Verlag New York Inc.
SKU: 9781489988744
Price: 38234 HUF
Availability: InStock

Szerző: Lorenza Saitta, Jean-Daniel Zucker

Nyelv:

Kötés: Puha kötésű

Kiadó: Springer-Verlag New York Inc.

Elérhetőség: Beszállítói készleten

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

Információk a könyvről

Szerző

Lorenza Saitta, Jean-Daniel Zucker

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2013

oldal

484

EAN

9781489988744

ISBN

1489988742

Enbook ID

09479811

Kiadó

Springer-Verlag New York Inc.

Súly

744

Méretek

157 x 236 x 32

Teljes leírás

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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Abstraction in Artificial Intelligence and Complex Systems

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