DocumentCode
1893837
Title
An Algorithm Selection Approach for Simulation Systems
Author
Ewald, Roland ; Himmelspach, Jan ; Uhrmacher, Adelinde M.
Author_Institution
Univ. of Rostock, Rostock
fYear
2008
fDate
3-6 June 2008
Firstpage
91
Lastpage
98
Abstract
No simulation algorithm will deliver best performance under all circumstances, so simulation systems often offer execution alternatives to choose from. This leads to another problem: how is the user supposed to know which algorithm to select? The need for an automated selection mechanism is often neglected, as many simulation systems are focused on specific applications or modeling formalisms and therefore have a limited number of expert users. In general- purpose simulation systems like JAMES II, an ´intelligent´ selection mechanism could help to increase the overall performance, especially when users have limited knowledge of the underlying algorithms and their implementations) (which is almost always the case). We describe an approach to integrate algorithm selection methods with such systems. Its effectiveness is illustrated in conjunction with the ´plug´n simulate´ approach of JAMES II [12].
Keywords
digital simulation; algorithm selection method; automated selection mechanism; intelligent selection mechanism; plug´n simulate approach; simulation system; Biological system modeling; Computational modeling; Data mining; Databases; Hardware; Machine learning; Machine learning algorithms; Performance analysis; Portfolios; Software algorithms; algorithm selection; performance analysis; performance database; simulation;
fLanguage
English
Publisher
ieee
Conference_Titel
Principles of Advanced and Distributed Simulation, 2008. PADS '08. 22nd Workshop on
Conference_Location
Roma
ISSN
1087-4097
Print_ISBN
978-0-7695-3159-5
Type
conf
DOI
10.1109/PADS.2008.9
Filename
4545329
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