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Yuri Malitsky - Instance-Specific Algorithm Configuration - 9783319381237 - V9783319381237
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Instance-Specific Algorithm Configuration

€ 65.34
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Description for Instance-Specific Algorithm Configuration Paperback. Num Pages: 143 pages, 2 black & white illustrations, 11 colour illustrations, 39 black & white tables, biograph. BIC Classification: PBU; PBV; UYQ. Category: (P) Professional & Vocational. Dimension: 235 x 155 x 8. Weight in Grams: 232.

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 ... Read more

 

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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Product Details

Format
Paperback
Publication date
2016
Publisher
Springer International Publishing AG Switzerland
Number of pages
143
Condition
New
Number of Pages
134
Place of Publication
Cham, Switzerland
ISBN
9783319381237
SKU
V9783319381237
Shipping Time
Usually ships in 15 to 20 working days
Ref
99-15

About Yuri Malitsky
Dr. Yuri Malitsky received his PhD from Brown University in 2012 for his work on the Instance-Specific Algorithm Configuration (ISAC) approach. He was a postdoc in the Cork Constraint Computation Centre from 2012 to 2014. He is now a postdoc at the IBM Thomas J. Watson Research Center, working on problems in machine learning, combinatorial optimization, data mining, and data ... Read more

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