Difference between revisions of "Frank Hutter"
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* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2007'''). ''[https://dl.acm.org/citation.cfm?id=1619831 Automatic Algorithm Configuration Based on Local Search]''. [[Conferences#AAAI-2007|AAAI 2007]], [https://www.cs.ubc.ca/~hutter/papers/aaai07_param_ils.pdf pdf] | * [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2007'''). ''[https://dl.acm.org/citation.cfm?id=1619831 Automatic Algorithm Configuration Based on Local Search]''. [[Conferences#AAAI-2007|AAAI 2007]], [https://www.cs.ubc.ca/~hutter/papers/aaai07_param_ils.pdf pdf] | ||
* [[Frank Hutter]] ('''2009'''). ''Automating the Configuration of Algorithms for Solving Hard Computational Problems''. Ph.D. thesis, [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia], supervisors [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]], [https://www.cs.ubc.ca/~hutter/papers/Hutter09PhD.pdf pdf] | * [[Frank Hutter]] ('''2009'''). ''Automating the Configuration of Algorithms for Solving Hard Computational Problems''. Ph.D. thesis, [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia], supervisors [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]], [https://www.cs.ubc.ca/~hutter/papers/Hutter09PhD.pdf pdf] | ||
| + | * [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2009'''). ''[https://www.jair.org/index.php/jair/article/view/10628 ParamILS: An Automatic Algorithm Configuration Framework]''. [https://en.wikipedia.org/wiki/Journal_of_Artificial_Intelligence_Research JAIR], Vol. 36, [https://arxiv.org/ftp/arxiv/papers/1401/1401.3492.pdf pdf] | ||
==2010 ...== | ==2010 ...== | ||
* [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#KPMurphy|Kevin P. Murphy]] ('''2010'''). ''[https://dl.acm.org/citation.cfm?id=1893694 Time-Bounded Sequential Parameter Optimization]''. [https://dblp.org/db/conf/lion/lion2010.html LION 2010], [https://ml.informatik.uni-freiburg.de/papers/10-LION-TB-SPO.pdf pdf] | * [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#KPMurphy|Kevin P. Murphy]] ('''2010'''). ''[https://dl.acm.org/citation.cfm?id=1893694 Time-Bounded Sequential Parameter Optimization]''. [https://dblp.org/db/conf/lion/lion2010.html LION 2010], [https://ml.informatik.uni-freiburg.de/papers/10-LION-TB-SPO.pdf pdf] | ||
| − | * [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] | + | * [[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]] | + | * [[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] |
| + | * [[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] | ||
* [[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]], [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] | * [[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] | ||
| Line 39: | Line 41: | ||
* [http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter] | * [http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter] | ||
* [https://www.brainlinks-braintools.uni-freiburg.de/de/ueber-uns/wissenschaftler/profil-hutter/ Frank Hutter - Learning Optimization Automated Algorithm Design] | * [https://www.brainlinks-braintools.uni-freiburg.de/de/ueber-uns/wissenschaftler/profil-hutter/ Frank Hutter - Learning Optimization Automated Algorithm Design] | ||
| + | * [https://github.com/frank-hutter frank-hutter (Frank) · GitHub] | ||
* [https://genealogy.math.ndsu.nodak.edu/id.php?id=139131 Frank Hutter - The Mathematics Genealogy Project] | * [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], [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}} | ||
=References= | =References= | ||
| Line 46: | Line 52: | ||
[[Category:Researcher|Hutter]] | [[Category:Researcher|Hutter]] | ||
[[Category:Mathematician|Hutter]] | [[Category:Mathematician|Hutter]] | ||
| + | [[Category:Videos|Hutter]] | ||
Revision as of 23:19, 11 September 2019
Frank Hutter [1]
Frank Hutter,
a German computer scientist, mathematician and professor at University of Freiburg.
His research covers the fields of machine learning, automated machine learning, deep learning, neural architecture search, automated problem solving, stochastic optimization, stochastic gradient descent and Bayesian optimization.
He defended his M.Sc. degree on stochastic local search at Darmstadt University of Technology in 2004 under Thomas Stützle and Holger H. Hoos,
and his Ph.D. on Automating the Configuration of Algorithms for Solving Hard Computational Problems at University of British Columbia in 2009 under Holger H. Hoos, Kevin Leyton-Brown and Kevin P. Murphy.
Contents
Selected Publications
2002 ...
- Frank Hutter, Dave A. D. Tompkins, Holger H. Hoos (2002). Scaling and Probabilistic Smoothing: Efficient Dynamic Local Search for SAT. CP 2002, pdf
- Frank Hutter (2004). Stochastic Local Search for Solving the Most Probable Explanation Problem in Bayesian Networks. Diploma thesis (M.Sc.), Darmstadt University of Technology, supervisors Thomas Stützle and Holger H. Hoos, pdf
2005 ...
- Frank Hutter, Holger H. Hoos, Thomas Stützle (2005). Efficient Stochastic Local Search for MPE Solving. IJCAI 2005, pdf
- Frank Hutter, Youssef Hamadi, Holger H. Hoos, Kevin Leyton-Brown (2006). Performance Prediction and Automated Tuning of Randomized and Parametric Algorithms. CP 2006, pdf
- Frank Hutter, Holger H. Hoos, Thomas Stützle (2007). Automatic Algorithm Configuration Based on Local Search. AAAI 2007, pdf
- Frank Hutter (2009). Automating the Configuration of Algorithms for Solving Hard Computational Problems. Ph.D. thesis, University of British Columbia, supervisors Holger H. Hoos, Kevin Leyton-Brown and Kevin P. Murphy, pdf
- Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown, Thomas Stützle (2009). ParamILS: An Automatic Algorithm Configuration Framework. JAIR, Vol. 36, pdf
2010 ...
- Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown, Kevin P. Murphy (2010). Time-Bounded Sequential Parameter Optimization. LION 2010, pdf
- Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown (2010). Tradeoffs in the empirical evaluation of competing algorithm designs. Annals of Mathematics and Artificial Intelligence, Vol. 60, Nos. 1-2, pdf
- Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown (2011). Sequential Model-Based Optimization for General Algorithm Configuration. LION 2011, pdf
- Chris Thornton, Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown (2012). Auto-WEKA: Combined Selection and Hyperparameter Optimization of Classification Algorithms. arXiv:1208.3719
- Frank Hutter, Lin Xu, Holger H. Hoos, Kevin Leyton-Brown (2012). Algorithm Runtime Prediction: Methods & Evaluation. arXiv:1211.0906
- Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown (2013). Bayesian Optimization With Censored Response Data. arXiv:1310.1947
- Kevin Leyton-Brown, Holger H. Hoos, Frank Hutter, Lin Xu (2014). Understanding the empirical hardness of NP-complete problems. Communications of the ACM, Vol. 57, No. 5, pdf
2015 ...
- Ilya Loshchilov, Frank Hutter (2015). Online Batch Selection for Faster Training of Neural Networks. arXiv:1511.06343
- Ilya Loshchilov, Frank Hutter (2016). SGDR: Stochastic Gradient Descent with Warm Restarts. arXiv:1608.03983
- Thomas Elsken, Jan Hendrik Metzen, Frank Hutter (2017). Simple And Efficient Architecture Search for Convolutional Neural Networks. arXiv:1711.04528
- Ilya Loshchilov, Frank Hutter (2017). Decoupled Weight Decay Regularization. arXiv:1711.05101
- Thomas Elsken, Jan Hendrik Metzen, Frank Hutter (2018). Neural Architecture Search: A Survey. arXiv:1808.05377
- Marius Lindauer, Frank Hutter (2019). Best Practices for Scientific Research on Neural Architecture Search. arXiv:1909.02453
- Lior Fuks, Noor Awad, Frank Hutter, Marius Lindauer (2019). An Evolution Strategy with Progressive Episode Lengths for Playing Games. IJCAI 2019, pdf
- Frank Hutter, Lars Kotthoff, Joaquin Vanschoren (eds.) (2019). Automated Machine Learning. Springer
External Links
- Frank Hutter
- Frank Hutter - Learning Optimization Automated Algorithm Design
- frank-hutter (Frank) · GitHub
- Frank Hutter - The Mathematics Genealogy Project
- Frank Hutter: Home (old UBC page)
- Frank Hutter - Automatic Machine Learning, NIPS 2017, YouTube Video
