Config-Optimization
This project includes implementations of different configuration optimization methods in prior papers.
Note that due to the randomness of each method, we can only roughly replicate their experimental results in folder /experiments/.
1. CART method
@inproceedings{DBLP:conf/kbse/GuoCASW13,
author = {Jianmei Guo and
Krzysztof Czarnecki and
Sven Apel and
Norbert Siegmund and
Andrzej Wasowski},
title = {Variability-aware performance prediction: {A} statistical learning
approach},
booktitle = {2013 28th {IEEE/ACM} International Conference on Automated Software
Engineering, {ASE} 2013, Silicon Valley, CA, USA, November 11-15,
2013},
pages = {301--311},
year = {2013},
url = {https://doi.org/10.1109/ASE.2013.6693089},
doi = {10.1109/ASE.2013.6693089},
timestamp = {Tue, 23 May 2017 01:06:50 +0200},
biburl = {https://dblp.org/rec/bib/conf/kbse/GuoCASW13},
bibsource = {dblp computer science bibliography, https://dblp.org}
}2. Progressive & Projective methods
@inproceedings{DBLP:conf/kbse/SarkarGSAC15,
author = {Atri Sarkar and
Jianmei Guo and
Norbert Siegmund and
Sven Apel and
Krzysztof Czarnecki},
title = {Cost-Efficient Sampling for Performance Prediction of Configurable
Systems {(T)}},
booktitle = {30th {IEEE/ACM} International Conference on Automated Software Engineering,
{ASE} 2015, Lincoln, NE, USA, November 9-13, 2015},
pages = {342--352},
year = {2015},
url = {https://doi.org/10.1109/ASE.2015.45},
doi = {10.1109/ASE.2015.45},
timestamp = {Tue, 23 May 2017 01:06:49 +0200},
biburl = {https://dblp.org/rec/bib/conf/kbse/SarkarGSAC15},
bibsource = {dblp computer science bibliography, https://dblp.org}
}3. Rank-based method
@inproceedings{DBLP:conf/sigsoft/NairMSA17,
author = {Vivek Nair and
Tim Menzies and
Norbert Siegmund and
Sven Apel},
title = {Using bad learners to find good configurations},
booktitle = {Proceedings of the 2017 11th Joint Meeting on Foundations of Software
Engineering, {ESEC/FSE} 2017, Paderborn, Germany, September 4-8, 2017},
pages = {257--267},
year = {2017},
crossref = {DBLP:conf/sigsoft/2017},
url = {http://doi.acm.org/10.1145/3106237.3106238},
doi = {10.1145/3106237.3106238},
timestamp = {Wed, 16 Aug 2017 08:10:24 +0200},
biburl = {https://dblp.org/rec/bib/conf/sigsoft/NairMSA17},
bibsource = {dblp computer science bibliography, https://dblp.org}
}4. FLASH method
@article{DBLP:journals/corr/abs-1801-02175,
author = {Vivek Nair and
Zhe Yu and
Tim Menzies and
Norbert Siegmund and
Sven Apel},
title = {Finding Faster Configurations using {FLASH}},
journal = {CoRR},
volume = {abs/1801.02175},
year = {2018},
url = {http://arxiv.org/abs/1801.02175},
archivePrefix = {arXiv},
eprint = {1801.02175},
timestamp = {Thu, 01 Feb 2018 19:52:26 +0100},
biburl = {https://dblp.org/rec/bib/journals/corr/abs-1801-02175},
bibsource = {dblp computer science bibliography, https://dblp.org}
}