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Abstraction in Artificial Intelligence and Complex Systems Pdf

Download Abstraction in Artificial Intelligence and Complex Systems Pdf

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Book Description:

Abstraction is a elementary mechanism underlying every human and artificial notion, illustration of data, reasoning and learning. This mechanism performs an essential place in many disciplines, notably Laptop Programming, Pure and Artificial Imaginative and prescient, Complex Systems, Artificial Intelligence and Machine Learning, Paintings, and Cognitive Sciences.

This book first provides the reader with an abstract of the notions of abstraction proposed in quite a few disciplines by evaluating every commonalities and variations. After discussing the characterizing properties of abstraction, a correct model, the KRA model, is launched to capture them. This model makes the notion of abstraction merely related by way of the introduction of a set of abstraction operators and abstraction patterns, reusable all through completely totally different domains and functions.

It is the impact of abstraction in Artificial Intelligence, Complex Systems and Machine Learning which creates the core of the book. A primary framework, based mostly totally on the KRA model, is launched, and its pragmatic power is illustrated with three case analysis: Model-based evaluation, Cartographic Generalization, and learning Hierarchical Hidden Markov Fashions.




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