Phase Transitions in Machine Learning by Saitta, Lorenza

Phase Transitions in Machine Learning

Phase transitions typically occur in combinatorial computational problems and have important consequences, especially with the current spread...
$282.61 SGD
$282.61 SGD
SKU: 9780521763912
Product Type: Books
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Author: Lorenza Saitta
Format: Hardcover
Language: English
Subtotal: $282.61
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Phase Transitions in Machine Learning by Saitta, Lorenza

Phase Transitions in Machine Learning

$282.61

Phase Transitions in Machine Learning

$282.61
Author: Lorenza Saitta
Format: Hardcover
Language: English
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.

Author: Lorenza Saitta, Attilio Giordana, Antoine Cornuéjols
Publisher: Cambridge University Press
Published: 06/16/2011
Pages: 410
Binding Type: Hardcover
Weight: 2.20lbs
Size: 9.90h x 7.60w x 1.10d
ISBN: 9780521763912

About the Author
Giordana, Attilio: - Attilio Giordana is Full Professor of Computer Science at the University of Piemonte Orientale in Italy.Saitta, Lorenza: - Antoine Cornuéjols is Full Professor of Computer Science at the AgroParisTech Engineering School in Paris.Cornuéjols, Antoine: - Lorenza Saitta is a Full Professor of Computer Science at the University of Piemonte Orientale in Italy.

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