|
ÑÅÊÖÈÎÍÍÛÅ ÄÎÊËÀÄÛ
An automated system for program parameters fine tuning in the cloud
S. A. Smirnov, A. S. Tarasov Institute for Information Transmission Problems of the Russian Academy of Science, Kharkevich Institute, Bolshoy Karetny per. 19, build.1, Moscow 127051 Russia
Abstract:
The paper presents a software system aimed at finding best (in some sense) parameters of an algorithm. The system handles both discrete and continuous parameters and employs massive parallelism offered by public clouds. The paper presents an overview of the system, a method to measure algorithm's performance in the cloud and numerical results of system's use on several problem sets.
Keywords:
algorithmic parameter optimization, parameter tuning, cloud computing.
Received: 25.12.2014
Citation:
S. A. Smirnov, A. S. Tarasov, “An automated system for program parameters fine tuning in the cloud”, Computer Research and Modeling, 7:3 (2015), 587–592
Linking options:
https://www.mathnet.ru/eng/crm223 https://www.mathnet.ru/eng/crm/v7/i3/p587
|
Statistics & downloads: |
Abstract page: | 92 | Full-text PDF : | 50 | References: | 26 |
|