Analysing differences between algorithm configurations through ablation

Developers of high-performance algorithms for hard computational problems increasingly take advantage of automated parameter tuning and algorithm configuration tools, and consequently often create solvers with many parameters and vast configuration spaces. However, there has been very little work to...

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Vydané v:	Journal of heuristics Ročník 22; číslo 4; s. 431 - 458
Hlavní autori:	Fawcett, Chris, Hoos, Holger H.
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	New York Springer US 01.08.2016 Springer Nature B.V
Predmet:	Ablation Algorithms Artificial Intelligence Automation Calculus of Variations and Optimal Control; Optimization Design of experiments Factorial experiments Genetic algorithms Heuristic Integer programming Management Science Mathematical analysis Mathematics Mathematics and Statistics Operations Research Operations Research/Decision Theory Optimization algorithms Production planning Studies Variance analysis Parameter importance Empirical analysis Ablation analysis Automated algorithm configuration
ISSN:	1381-1231, 1572-9397
On-line prístup:	Získať plný text
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