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Instance-Specific Algorithm Configuration

Jezik AngleščinaAngleščina
Knjiga Trda
Knjiga Instance-Specific Algorithm Configuration Yuri Malitsky
Koda Libristo: 05182471
Založba Springer International Publishing AG, november 2014
This book presents a modular and expandable technique in the rapidly emerging research area of autom... Celoten opis
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This book presents a modular and expandable technique in the rapidly emerging research area of automatically configuring or selecting 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 book will be of interest to researchers and practitioners in artificial intelligence, in particular in the area of machine learning and constraint programming.§

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O knjigi

Polni naslov Instance-Specific Algorithm Configuration
Avtor Yuri Malitsky
Jezik Angleščina
Vezava Knjiga - Trda
Datum izida 2014
Število strani 134
EAN 9783319112299
ISBN 3319112295
Koda Libristo 05182471
Založba Springer International Publishing AG
Teža 3435
Mere 155 x 235 x 14

Kategorije

Technology, Engineering, Agriculture > Electronics & communications engineering > Electronics engineering > Automatic control engineering > Robotics
Computing & Information Technology > Computer science > Mathematical theory of computation > Maths for computer scientists
Computing & Information Technology > Computer science > Artificial intelligence > Machine learning
Mathematics & Science > Mathematics > Optimization
Mathematics & Science > Mathematics > Combinatorics & graph theory
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