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Frank Hutter

1,136 bytes added, 10:09, 5 July 2021
Undo revision 25492 by GerdIsenberg (talk)
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2010'''). ''[https://link.springer.com/article/10.1007/s10472-010-9191-0 Tradeoffs in the empirical evaluation of competing algorithm designs]''. [https://link.springer.com/journal/10472/60/1 Annals of Mathematics and Artificial Intelligence, Vol. 60, Nos. 1-2], [https://www.cs.ubc.ca/~hoos/Publ/HutEtAl10d-preprint.pdf pdf]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2011'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-25566-3_40 Sequential Model-Based Optimization for General Algorithm Configuration]''. [https://dblp.org/db/conf/lion/lion2011.html LION 2011], [https://ml.informatik.uni-freiburg.de/papers/11-LION5-SMAC.pdf pdf]
* [[https://dl.acm.org/profile/99659668015 Chris Thornton]], [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2012'''). ''Auto-WEKA: Combined Selection and Hyperparameter Optimization of Classification Algorithms''. [https://arxiv.org/abs/1208.3719 arXiv:1208.3719] <ref>[https://dblp.uni-trier.de/pers/hd/h/Hall:Mark_A= Mark A. Hall], [https://dblp.uni-trier.de/pers/hd/f/Frank:Eibe Eibe Frank], [[Geoffrey Holmes]], [[Bernhard Pfahringer]], [https://dblp.uni-trier.de/pers/hd/r/Reutemann:Peter Peter Reutemann], [[Ian H. Witten]] ('''2009'''). ''The WEKA data mining software: an update''. [https://dblp.uni-trier.de/db/journals/sigkdd/sigkdd11.html SIGKDD Explorations], Vol. 11, No. 1, [https://www.kdd.org/exploration_files/p2V11n1.pdf pdf]</ref> <ref>[https://en.wikipedia.org/wiki/Weka_(machine_learning) Weka (machine learning) from Wikipedia]</ref>
* [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2012'''). ''Algorithm Runtime Prediction: Methods & Evaluation''. [https://arxiv.org/abs/1211.0906 arXiv:1211.0906]
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2013'''). ''Bayesian Optimization With Censored Response Data''. [https://arxiv.org/abs/1310.1947 arXiv:1310.1947]
==2015 ...==
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2015'''). ''Online Batch Selection for Faster Training of Neural Networks''. [https://arxiv.org/abs/1511.06343 arXiv:1511.06343]
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2016'''). ''CMA-ES for Hyperparameter Optimization of Deep Neural Networks''. [https://arxiv.org/abs/1604.07269 arXiv:1604.07269] <ref>[https://en.wikipedia.org/wiki/CMA-ES CMA-ES from Wikipedia]</ref>
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2016'''). ''SGDR: Stochastic Gradient Descent with Warm Restarts''. [https://arxiv.org/abs/1608.03983 arXiv:1608.03983]
* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2017'''). ''Simple And Efficient Architecture Search for Convolutional Neural Networks''. [https://arxiv.org/abs/1711.04528 arXiv:1711.04528]
* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2017'''). ''Decoupled Weight Decay Regularization''. [https://arxiv.org/abs/1711.05101 arXiv:1711.05101]
* [[Jan van Rijn]], [[Frank Hutter]] ('''2017'''). ''An Empirical Study of Hyperparameter Importance Across Datasets''. [https://dblp.uni-trier.de/db/conf/pkdd/automl2017.html#RijnH17 AutoML@PKDD/ECML 2017], [http://ml.informatik.uni-freiburg.de/papers/17-AutoML-fanova.pdf pdf]
* [https://dblp.org/pers/hd/c/Chrabaszcz:Patryk Patryk Chrabaszcz], [[Ilya Loshchilov]], [[Frank Hutter]] ('''2018'''). ''Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari''. [https://arxiv.org/abs/1802.08842 arXiv:1802.08842] <ref>[https://www.bbc.com/news/technology-43241936 AI finds novel way to beat classic Q*bert Atari video game], [https://en.wikipedia.org/wiki/BBC_News BBC News], March 01, 2018</ref> <ref>[https://en.wikipedia.org/wiki/Q*bert Q*bert from Wikipedia]</ref>
* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2018'''). ''Neural Architecture Search: A Survey''. [https://arxiv.org/abs/1808.05377 arXiv:1808.05377]
* [[Marius Lindauer]], [[Frank Hutter]] ('''2019'''). ''Best Practices for Scientific Research on Neural Architecture Search''. [https://arxiv.org/abs/1909.02453 arXiv:1909.02453]
* [https://genealogy.math.ndsu.nodak.edu/id.php?id=139131 Frank Hutter - The Mathematics Genealogy Project]
* [https://www.cs.ubc.ca/~hutter/ Frank Hutter: Home] (old UBC page)
* [[Frank Hutter]] - [https://www.youtube.com/watch?v=OR-IKyP4ZpI Automatic Machine Learning]<ref>[https://www.automl.org/ AutoML Freiburg-Hannover]</ref>, [https://nips.cc/Conferences/2017 NIPS 2017], [https://en.wikipedia.org/wiki/YouTube YouTube] Video
: {{#evu:https://www.youtube.com/watch?v=OR-IKyP4ZpI|alignment=left|valignment=top}}

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