Difference between revisions of "Frank Hutter"
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− | '''[[Main Page|Home]] * [[People]] * | + | '''[[Main Page|Home]] * [[People]] * Frank Hutter''' |
+ | [[FILE:frank_hutter.jpg|border|right|thumb|240px|link=http://aad.informatik.uni-freiburg.de/people/hutter/index.html| Frank Hutter <ref>[http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]</ref> ]] | ||
− | + | '''Frank Hutter''',<br/> | |
− | + | a German computer scientist, mathematician and professor at [https://en.wikipedia.org/wiki/University_of_Freiburg University of Freiburg]. | |
− | ''' | + | His research covers the fields of [[Learning|machine learning]], [https://en.wikipedia.org/wiki/Automated_machine_learning automated machine learning], [[Deep Learning|deep learning]], [https://en.wikipedia.org/wiki/Neural_architecture_search neural architecture search], automated [https://en.wikipedia.org/wiki/Problem_solving problem solving], [https://en.wikipedia.org/wiki/Stochastic_optimization stochastic optimization], [https://en.wikipedia.org/wiki/Stochastic_gradient_descent stochastic gradient descent] and [https://en.wikipedia.org/wiki/Bayesian_optimization Bayesian optimization]. |
− | a | + | He defended his M.Sc. degree on stochastic [https://en.wikipedia.org/wiki/Local_search_(optimization) local search] at [[Darmstadt University of Technology]] in 2004 under [[Mathematician#TStuetzle|Thomas Stützle]] and [[Mathematician#HHHoos|Holger H. Hoos]], |
− | + | and his Ph.D. on ''Automating the Configuration of Algorithms for Solving Hard Computational Problems'' at [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia] in 2009 under Holger H. Hoos, [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Mathematician#KPMurphy|Kevin P. Murphy]]. | |
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=Selected Publications= | =Selected Publications= | ||
− | <ref>[https://dblp.org/ | + | <ref>[https://dblp.org/pers/hd/h/Hutter:Frank dblp: Frank Hutter]</ref> <ref>[https://ml.informatik.uni-freiburg.de/people/hutter/publications.html Publications - Frank Hutter]</ref> <ref>[https://scholar.google.ca/citations?user=YUrxwrkAAAAJ&hl=en Frank Hutter - Google Scholar Citations]</ref> |
− | == | + | ==2002 ...== |
− | * [[ | + | * [[Frank Hutter]], [[Mathematician#DADTompkins|Dave A. D. Tompkins]], [[Mathematician#HHHoos|Holger H. Hoos]] ('''2002'''). ''[https://link.springer.com/chapter/10.1007/3-540-46135-3_16 Scaling and Probabilistic Smoothing: Efficient Dynamic Local Search for SAT]''. [https://dblp.org/db/conf/cp/cp2002.html CP 2002], [https://www.cs.ubc.ca/~hoos/Publ/cp02-saps.pdf 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 [[Mathematician#TStuetzle|Thomas Stützle]] and [[Mathematician#HHHoos|Holger H. Hoos]], [https://pdfs.semanticscholar.org/bcce/9a026ff863442cea6d1596bfe06ee02af32f.pdf pdf] | |
− | * [[ | + | ==2005 ...== |
− | == | + | * [[Frank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2005'''). ''[https://dl.acm.org/citation.cfm?id=1642320 Efficient Stochastic Local Search for MPE Solving]''. [[Conferences#IJCAI2005|IJCAI 2005]], [https://www.cs.ubc.ca/~hutter/papers/ijcai05-sls4mpe.pdf pdf] |
− | * [[ | + | * [[Frank Hutter]], [https://scholar.google.co.uk/citations?user=LqUxHuQAAAAJ&hl=en Youssef Hamadi], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2006'''). ''[https://link.springer.com/chapter/10.1007/11889205_17 Performance Prediction and Automated Tuning of Randomized and Parametric Algorithms]''. [https://dblp.org/db/conf/cp/cp2006.html CP 2006], [https://www.cs.ubc.ca/~hutter/papers/aaaiws06_lfs06-autoparam-prelim.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]], [[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] | |
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==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]] ('''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] |
− | * [[ | + | * [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu] ('''2014'''). ''[https://dl.acm.org/citation.cfm?id=2594424 Understanding the empirical hardness of NP-complete problems]''. [[ACM#Communications|Communications of the ACM]], Vol. 57, No. 5, [http://aad.informatik.uni-freiburg.de/media/_publications/14-CACM-EHMs-preprint.pdf pdf] |
− | + | ==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://dblp.org/pers/hd/f/Fuks:Lior Lior Fuks], [https://dblp.org/pers/hd/a/Awad:Noor Noor Awad], [[Frank Hutter]], [[Marius Lindauer]] ('''2019'''). ''An Evolution Strategy with Progressive Episode Lengths for Playing Games''. [[Conferences#IJCAI2019|IJCAI 2019]], [https://ml.informatik.uni-freiburg.de/papers/19-IJCAI_PEL.pdf pdf] | ||
+ | * [[Frank Hutter]], [https://dblp.org/pers/hd/k/Kotthoff:Lars Lars Kotthoff], [https://dblp.org/pers/hd/v/Vanschoren:Joaquin Joaquin Vanschoren] (eds.) ('''2019'''). ''[https://link.springer.com/book/10.1007%2F978-3-030-05318-5 Automated Machine Learning]''. [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer] | ||
=External Links= | =External Links= | ||
− | * [https:// | + | * [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://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://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}} | ||
=References= | =References= | ||
<references /> | <references /> | ||
− | '''[[People|Up one | + | '''[[People|Up one Level]]''' |
− | [[Category:Researcher| | + | [[Category:Researcher|Hutter]] |
+ | [[Category:Mathematician|Hutter]] | ||
+ | [[Category:Videos|Hutter]] |
Latest revision as of 10:09, 5 July 2021
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 [5] [6]
- 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). CMA-ES for Hyperparameter Optimization of Deep Neural Networks. arXiv:1604.07269 [7]
- 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
- Jan van Rijn, Frank Hutter (2017). An Empirical Study of Hyperparameter Importance Across Datasets. AutoML@PKDD/ECML 2017, pdf
- Patryk Chrabaszcz, Ilya Loshchilov, Frank Hutter (2018). Back to Basics: Benchmarking Canonical Evolution Strategies for Playing Atari. arXiv:1802.08842 [8] [9]
- 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 [10], NIPS 2017, YouTube Video
References
- ↑ Frank Hutter
- ↑ dblp: Frank Hutter
- ↑ Publications - Frank Hutter
- ↑ Frank Hutter - Google Scholar Citations
- ↑ Mark A. Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, Ian H. Witten (2009). The WEKA data mining software: an update. SIGKDD Explorations, Vol. 11, No. 1, pdf
- ↑ Weka (machine learning) from Wikipedia
- ↑ CMA-ES from Wikipedia
- ↑ AI finds novel way to beat classic Q*bert Atari video game, BBC News, March 01, 2018
- ↑ Q*bert from Wikipedia
- ↑ AutoML Freiburg-Hannover