Lorenza Saitta's Books

Phase Transitions in Machine Learning

By: Lorenza Saitta,Attilio Giordana,Antoine Cornuéjols

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Phase Transitions in Machine Learning

By: Lorenza Saitta,Attilio Giordana,Antoine Cornuéjols

Phase transitions typically occur in combinatorial computational problems and have important consequences, especially with the current spread of statistical relational learning as well as sequence learning methodologies. In Phase Transitions in Machine Learning the authors begin by describing in detail this phenomenon, and the extensive experimental investigation that supports its presence. They then turn their attention to the possible implications and explore appropriate methods for tackling them. Weaving together fundamental aspects of computer science, statistical physics and machine learning, the book provides sufficient mathematics and physics background to make the subject intelligible to researchers in AI and other computer science communities. Open research issues are also discussed, suggesting promising directions for future research.

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Page Count

401

Publisher

Cambridge University Press

Published Date

ISBN 10

1139496530

ISBN 13

9781139496537

Abstraction in Artificial Intelligence and Complex Systems

By: Lorenza Saitta,Jean-Daniel Zucker

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Abstraction in Artificial Intelligence and Complex Systems

By: Lorenza Saitta,Jean-Daniel Zucker

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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Page Count

488

Publisher

Springer Science & Business Media

Published Date

ISBN 10

1461470528

ISBN 13

9781461470526

Phase Transitions in Machine Learning

By: Lorenza Saitta,Attilio Giordana,Antoine Cornuéjols

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Phase Transitions in Machine Learning

By: Lorenza Saitta,Attilio Giordana,Antoine Cornuéjols

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Solve jigsaw puzzle

Age

Page Count

401

Publisher

Cambridge University Press

Published Date

ISBN 10

1139496530

ISBN 13

9781139496537

Abstraction in Artificial Intelligence and Complex Systems

By: Lorenza Saitta,Jean-Daniel Zucker

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Abstraction in Artificial Intelligence and Complex Systems

By: Lorenza Saitta,Jean-Daniel Zucker

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Page Count

488

Publisher

Springer Science & Business Media

Published Date

ISBN 10

1461470528

ISBN 13

9781461470526

Phase Transitions in Machine Learning

By: Lorenza Saitta

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Phase Transitions in Machine Learning

By: Lorenza Saitta

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Page Count

383

Published Date

ISBN 10

1139090046

ISBN 13

9781139090049

Phase Transitions in Machine Learning

By: Lorenza Saitta,Attilio Giordana,Antoine Cornu Jols,Antoine Cornuejols

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Phase Transitions in Machine Learning

By: Lorenza Saitta,Attilio Giordana,Antoine Cornu Jols,Antoine Cornuejols

This state-of-the-art overview of the field describes how phase transitions occur and teaches appropriate methods for tackling the consequent problems.

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Page Count

383

Published Date

ISBN 10

1139092863

ISBN 13

9781139092869

Book's by Lorenza Saitta

Phase Transitions in Machine Learning

Phase Transitions in Machine Learning

Abstraction in Artificial Intelligence and Complex Systems

Abstraction in Artificial Intelligence and Complex Systems

Phase Transitions in Machine Learning

Phase Transitions in Machine Learning

Abstraction in Artificial Intelligence and Complex Systems

Abstraction in Artificial Intelligence and Complex Systems

Phase Transitions in Machine Learning

Phase Transitions in Machine Learning

Phase Transitions in Machine Learning

Phase Transitions in Machine Learning

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