Instance-Specific Algorithm Configuration

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Viser: Instance-Specific Algorithm Configuration

Yuri Malitsky

(2016)

Sprog: Engelsk

Springer International Publishing AG

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Detaljer om varen

Paperback: 134 sider
Udgiver: Springer International Publishing AG (August 2016)
ISBN: 9783319381237

Beskrivelse
Indhold

This book presents a modular and expandable technique in the rapidly emerging research area of automatic configuration and selection of the best algorithm for the instance at hand. The author presents the basic model behind ISAC and then details a number of modifications and practical applications. In particular, he addresses automated feature generation, offline algorithm configuration for portfolio generation, algorithm selection, adaptive solvers, online tuning, and parallelization.

The author's related thesis was honorably mentioned (runner-up) for the ACP Dissertation Award in 2014, and this book includes some expanded sections and notes on recent developments. Additionally, the techniques described in this book have been successfully applied to a number of solvers competing in the SAT and MaxSAT International Competitions, winning a total of 18 gold medals between 2011 and 2014.

The book will be of interest to researchers and practitioners in artificial intelligence, in particular in the area of machine learning and constraint programming.

Introduction.- Survey of Related Work.- Architecture of Instance-Specific Algorithm Configuration Approach.- Applying ISAC to Portfolio Selection.- Generating a Portfolio of Diverse Solvers.- Handling Features.- Developing Adaptive Solvers.- Making Decisions Online.- Conclusions.

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SØG - mellem flere end 8 millioner bøger:

Viser: Instance-Specific Algorithm Configuration

Instance-Specific Algorithm Configuration

Yuri Malitsky

(2016)

Sprog: Engelsk

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SØG - mellem flere end 8 millioner bøger:

Viser: Instance-Specific Algorithm Configuration

Instance-Specific Algorithm Configuration

Yuri Malitsky

(2016)

Sprog: Engelsk

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