diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000000..a4e1395c80 --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,109 @@ +--- +cff-version: 1.2.0 + +message: "If you use auto-sklearn in a scientific publication, we would appreciate a reference to the following paper" + +title: "auto-sklearn" +date-released: "2015-07-02" + +url: "https://automl.github.io/auto-sklearn/master/" +repository-code: "https://github.com/automl/auto-sklearn" + +version: "0.14.0" + +type: "software" +keywords: + - "automated machine learning" + - "machine learning" + +license: "BSD-3-Clause" + +authors: + - family-names: "Feurer" + given-names: "Matthias" + orcid: "https://orcid.org/0000-0001-9611-8588" + affiliation: "University of Freiburg, Germany" + + - family-names: "Eggensperger" + given-names: "Katharina" + orcid: "https://orcid.org/0000-0002-0309-401X" + affiliation: "University of Freiburg, Germany" + + - family-name: "Bergman" + given-names: "Edward" + affiliation: "University of Freiburg, Germany" + + - family-name: "Rivera Valverde" + given-names: "Francisco" + affiliation: "University of Freiburg, Germany" + + - family-names: "Jost" + given-names: "Springenberg" + orcid: "https://orcid.org/0000-0002-9392-1006" + affiliation: "University of Freiburg, Germany" + + - family-names: "Manuel" + given-names: "Blum" + affiliation: "University of Freiburg, Germany" + + - family-names: "Hutter" + given-names: "Frank" + affiliation: "University of Freiburg, Germany" + +preferred-citation: + type: "proceedings" + title: "Efficient and Robust Automated Machine Learning" + collection-title: "Advances in Nerual Infromation Processing Systems 28 (2015)" + year: 2015 + pages: "2962--2970" + url: "https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf" + + publisher: + name: "Curran Associates, Inc." + + editors: + + - family-names: "Cortes" + given-names: "C." + + - family-names: "Lawrence" + given-names: "N." + + - family-names: "Lee" + given-names: "D." + + - family-names: "Sugiyama" + given-names: "M." + + - family-names: "Garnett" + given-names: "R." + + authors: + + - family-names: "Feurer" + given-names: "Matthias" + orcid: "https://orcid.org/0000-0001-9611-8588" + affiliation: "University of Freiburg, Germany" + + - family-names: "Klein" + given-names: "Aaron" + affiliation: "University of Freiburg, Germany" + + - family-names: "Eggensperger" + given-names: "Katharina" + orcid: "https://orcid.org/0000-0002-0309-401X" + affiliation: "University of Freiburg, Germany" + + - family-names: "Jost" + given-names: "Springenberg" + orcid: "https://orcid.org/0000-0002-9392-1006" + affiliation: "University of Freiburg, Germany" + + - family-names: "Manuel" + given-names: "Blum" + affiliation: "University of Freiburg, Germany" + + - family-names: "Hutter" + given-names: "Frank" + affiliation: "University of Freiburg, Germany" +... diff --git a/README.md b/README.md index c5da781c71..2a7908a4af 100644 --- a/README.md +++ b/README.md @@ -30,14 +30,14 @@ If you use auto-sklearn in scientific publications, we would appreciate citation *Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter* Advances in Neural Information Processing Systems 28 (2015) -[Link](https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf) to publication. +[Link](https://papers.neurips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf) to publication. ``` @inproceedings{feurer-neurips15a, - title = {Efficient and Robust Automated Machine Learning}, - author = {Matthias Feurer, Aaron Klein, Katharina Eggensperger, Jost Springenberg, Manuel Blum and Frank Hutter}, - booktitle = {Advances in Neural Information Processing Systems 28 (2015)}, - pages = {2962--2970}, - year = {2015} + title = {Efficient and Robust Automated Machine Learning}, + author = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina Springenberg, Jost and Blum, Manuel and Hutter, Frank}, + booktitle = {Advances in Neural Information Processing Systems 28 (2015)}, + pages = {2962--2970}, + year = {2015} } ``` @@ -49,11 +49,11 @@ arXiv:2007.04074 [cs.LG], 2020 [Link](https://arxiv.org/abs/2007.04074) to publication. ``` -@inproceedings{feurer-arxiv20a, - title = {Auto-Sklearn 2.0: The Next Generation}, - author = {Matthias Feurer, Katharina Eggensperger, Stefan Falkner, Marius Lindauer and Frank Hutter}, - booktitle = {arXiv:2007.04074 [cs.LG]}, - year = {2020} +@article{feurer-arxiv20a, + title = {Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning}, + author = {Feurer, Matthias and Eggensperger, Katharina and Falkner, Stefan and Lindauer, Marius and Hutter, Frank}, + booktitle = {arXiv:2007.04074 [cs.LG]}, + year = {2020} } ``` diff --git a/doc/index.rst b/doc/index.rst index c205b69579..ddb4c0bf7d 100644 --- a/doc/index.rst +++ b/doc/index.rst @@ -20,7 +20,7 @@ replacement for a scikit-learn estimator: hyperparameter tuning. It leverages recent advantages in *Bayesian optimization*, *meta-learning* and *ensemble construction*. Learn more about the technology behind *auto-sklearn* by reading our paper published at -`NIPS 2015 `_ +`NIPS 2015 `_ . .. topic:: NEW: Auto-sklearn 2.0 @@ -77,38 +77,32 @@ reference to the following paper: `Efficient and Robust Automated Machine Learning - `_, + `_, Feurer *et al.*, Advances in Neural Information Processing Systems 28 (NIPS 2015). Bibtex entry:: - @incollection{NIPS2015_5872, - title = {Efficient and Robust Automated Machine Learning}, - author = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina and - Springenberg, Jost and Blum, Manuel and Hutter, Frank}, - booktitle = {Advances in Neural Information Processing Systems 28}, - editor = {C. Cortes and N. D. Lawrence and D. D. Lee and M. Sugiyama and R. Garnett}, - pages = {2962--2970}, - year = {2015}, - publisher = {Curran Associates, Inc.}, - url = {https://papers.nips.cc/paper/5872-efficient-and-robust-automated-machine-learning.pdf} - } + @inproceedings{feurer-neurips15a, + title = {Efficient and Robust Automated Machine Learning}, + author = {Feurer, Matthias and Klein, Aaron and Eggensperger, Katharina Springenberg, Jost and Blum, Manuel and Hutter, Frank}, + booktitle = {Advances in Neural Information Processing Systems 28 (2015)}, + pages = {2962--2970}, + year = {2015} + } If you are using Auto-sklearn 2.0, please also cite - `Auto-Sklearn 2.0: The Next Generation `_, Feurer *et al.*, (arXiv, 2020). + `Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning `_, Feurer *et al.*, (arXiv, 2020). Bibtex entry:: - @article{ASKL2, - title = {Auto-Sklearn 2.0}, - author = {Feurer, Matthias and Eggensperger, Katharina and - Falkner, Stefan and Lindauer, Marius and Hutter, Frank}, - booktitle = {Advances in Neural Information Processing Systems 28}, - year = {2020}, - journal = {arXiv:2007.04074 [cs.LG]}, - } + @article{feurer-arxiv20a, + title = {Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning}, + author = {Feurer, Matthias and Eggensperger, Katharina and Falkner, Stefan and Lindauer, Marius and Hutter, Frank}, + journal = {arXiv:2007.04074 [cs.LG]}, + year = {2020}, + } Contributing ************