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Benchmarking Optimization Software with Performance Profiles (2001)
| Citations: | 377 - 8 self |
BibTeX
@MISC{Dolan01benchmarkingoptimization,
author = {Elizabeth D. Dolan and Jorge J. Moré},
title = {Benchmarking Optimization Software with Performance Profiles},
year = {2001}
}
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Abstract
We propose performance profiles --- distribution functions for a performance metric --- as a tool for benchmarking and comparing optimization software. We show that performance profiles combine the best features of other tools for performance evaluation. 1 Introduction The benchmarking of optimization software has recently gained considerable visibility. Hans Mittlemann's [13] work on a variety of optimization software has frequently uncovered deficiencies in the software and has generally led to software improvements. Although Mittelmann's efforts have gained the most notice, other researchers have been concerned with the evaluation and performance of optimization codes. As recent examples, we cite [1, 2, 3, 4, 6, 12, 17]. The interpretation and analysis of the data generated by the benchmarking process are the main technical issues addressed in this paper. Most benchmarking efforts involve tables displaying the performance of each solver on each problem for a set of metrics such...
