Best practices for comparing optimization algorithms

Comparing, or benchmarking, of optimization algorithms is a complicated task that involves many subtle considerations to yield a fair and unbiased evaluation. In this paper, we systematically review the benchmarking process of optimization algorithms, and discuss the challenges of fair comparison. W...

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Bibliographic Details
Published in:	Optimization and engineering Vol. 18; no. 4; pp. 815 - 848
Main Authors:	Beiranvand, Vahid, Hare, Warren, Lucet, Yves
Format:	Journal Article
Language:	English
Published:	New York Springer US 01.12.2017 Springer Nature B.V
Subjects:	Algorithms Benchmarks Control Engineering Environmental Management Financial Engineering Mathematics Mathematics and Statistics Operations Research/Decision Theory Optimization Optimization algorithms Systems Theory Optimization algorithms Benchmarking Algorithm comparison Software Metric Timing Performance Guidelines Testing
ISSN:	1389-4420, 1573-2924
Online Access:	Get full text
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