Automatic Algorithm Selection for Complex Simulation Problems

Name: Automatic Algorithm Selection for Complex Simulation Problems
Brand: Springer Fachmedien Wiesbaden
SKU: 9783834815422
Price: 99.78 EUR
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Autor: Roland Ewald

Jazyk:

Väzba: Brožovaná

Vydavateľ: Springer Fachmedien Wiesbaden

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To select the most suitable simulation algorithm for a given task is often difficult. This is due to...

Informácie o knihe

Autor

Roland Ewald

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2011

Stránok

382

EAN

9783834815422

ISBN

383481542X

Enbook ID

01782405

Vydavateľ

Springer Fachmedien Wiesbaden

Hmotnosť

526

Rozmery

148 x 210 x 23

Kompletný popis

To select the most suitable simulation algorithm for a given task is often difficult. This is due to intricate interactions between model features, implementation details, and runtime environment, which may strongly affect the overall performance. An automated selection of simulation algorithms supports users in setting up simulation experiments without demanding expert knowledge on simulation. §Roland Ewald analyzes and discusses existing approaches to solve the algorithm selection problem in the context of simulation. He introduces a framework for automatic simulation algorithm selection and describes its integration into the open-source modelling and simulation framework James II. Its selection mechanisms are able to cope with three situations: no prior knowledge is available, the impact of problem features on simulator performance is unknown, and a relationship between problem features and algorithm performance can be established empirically. The author concludes with an experimental evaluation of the developed methods.§

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Automatic Algorithm Selection for Complex Simulation Problems

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