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ZENODO
Dataset . 2020
License: CC BY
Data sources: Datacite
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ZENODO
Dataset . 2020
License: CC BY
Data sources: ZENODO
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ZENODO
Dataset . 2020
License: CC BY
Data sources: Datacite
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Experimental Results for the study "A Modular Hybridization of Particle Swarm Optimization and Differential Evolution"

Authors: Boks, Rick; Wang, Hao; Bäck, Thomas;

Experimental Results for the study "A Modular Hybridization of Particle Swarm Optimization and Differential Evolution"

Abstract

This repository contains the experiment results and R scripts to analyze the data for the study "A Modular Hybridization of Particle Swarm Optimization andDifferential Evolution", which is accepted in The Genetic and Evolutionary Computation Conference (GECCO) '20 conference: Rick Boks, Hao Wang, and Thomas Bäck. 2020. A Modular Hybridization of Particle Swarm Optimization and Differential Evolution. In Genetic and Evolutionary Computation Conference Companion (GECCO ’20 Companion), July 8–12, 2020, Cancún, Mexico. ACM, New York, NY, USA, 8 pages. https: //doi.org/10.1145/3377929.3398123 Bibtex: @inproceedings{BoksWB20, author = {Rick Boks and Hao Wang and Thomas B\"ack}, title = {{A Modular Hybridization of Particle Swarm Optimization and Differential Evolution}}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference, {GECCO} 2020, Canc\'un, Mexico, July 8-12, 2020}, publisher = {{ACM}}, year = {2020}, url = {https://doi.org/10.1145/3321707.3321816}, doi = {doi.org/10.1145/3377929.3398123, } Data description: we benchmarked 800 different hybridizations of the Particle Swarm Optimization (PSO) and Differential Evolution (DE) algorithms on a well-known continuous black-box problem set called COCO/BBOB, which consists of 24 test functions. 30 independent runs are conducted for each algorithm on each problem. 'ERT.csv': a data frame with columns DIM (5D or 20D), funcId (F1-24), algId (algorithm names), target (\(10^{\{-8,-7, \ldots, 1\}}\)), ERT (expected running time), and sd (standard deviation). 'raw-data.csv': the running time recorded in each independent run. 'analysis.R': the R script that generates ERT tables in the paper. 'ecdf.R': the R script that renders the ECDF (empirical cumulative distribution function) plots in the paper.

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Keywords

Differential Evolution, Particle Swarm Optimization, Metaheuristics, Swarm Intelligence

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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