Difference between revisions of "Frank Hutter"

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'''[[Main Page|Home]] * [[People]] * Chris J. Thornton'''
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'''[[Main Page|Home]] * [[People]] * Frank Hutter'''
  
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[[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> ]]
  
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[[FILE:ChrisJThornton.jpg|border|right|thumb| Chris  Thornton <ref>[http://users.sussex.ac.uk/~christ/ Chris Thornton]</ref> ]]
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'''Frank Hutter''',<br/>
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a German computer scientist, mathematician and professor at [https://en.wikipedia.org/wiki/University_of_Freiburg University of Freiburg].
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'''Chris James Thornton''',<br/>
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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].
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a British computer scientist and lecturer in the Department of Informatics at the [https://en.wikipedia.org/wiki/University_of_Sussex University of Sussex],
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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]],
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and formerly a lecturer in the department of [[Artificial Intelligence|artificial intelligence]] at the [[University of Edinburgh]].
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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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He holds a BA in [https://en.wikipedia.org/wiki/Economics economics], a M.Sc in computer science and a Ph.D. in artificial intelligence <ref>[[Chris J. Thornton]], [https://scholar.google.com/citations?user=QBJBsuMAAAAJ Benedict Du Boulay] ('''1992'''). ''[https://www.springer.com/gp/book/9780792318682 Artificial Intelligence Through Search]''. [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer]</ref>.
 
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His research interests around [https://en.wikipedia.org/wiki/Information_theory information theory] and [[Cognition|cognitive science]] include [[Learning|machine learning]],  
 
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[[Neural Networks|neural networks]], [https://en.wikipedia.org/wiki/Data_compression data compression],  
 
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[https://en.wikipedia.org/wiki/Computational_creativity computational creativity], the [https://en.wikipedia.org/wiki/Problem_of_induction problem of induction],  
 
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[https://en.wikipedia.org/wiki/Kolmogorov_complexity Kolmogorov complexity], [https://en.wikipedia.org/wiki/Gene_prediction sequence prediction],
 
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[https://en.wikipedia.org/wiki/Algorithmic_composition algorithmic music], [https://en.wikipedia.org/wiki/Analogy analogy formation],
 
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[https://en.wikipedia.org/wiki/Minimum_description_length minimum description length encoding],  
 
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[https://en.wikipedia.org/wiki/Refinement_(computing) information refinement] and [https://en.wikipedia.org/wiki/Formal_concept_analysis formal concept analysis] <ref>[http://www.sussex.ac.uk/cogs/seminars/previous/spring2011 Spring term 2011 : Previous COGS seminars : ... : Centre for Cognitive Science (COGS) : University of Sussex]</ref>.
 
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One of his lectures deals with game playing, [[Minimax]], [[Negamax]] and [[Alpha-Beta]] <ref>[http://users.sussex.ac.uk/~christ/crs/kr-ist/lec05a.html KR-IST - Lecture 5a Game playing with Minimax and Pruning]</ref>.
 
  
 
=Selected Publications=
 
=Selected Publications=
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<ref>[https://dblp.org/pid/06/2633.html dblp: Chris Thornton], includes [https://dl.acm.org/profile/99659668015 Chris Thornton], [https://en.wikipedia.org/wiki/University_of_British_Columbia University of British Columbia]</ref>
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<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>
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==1987 ...==
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==2002 ...==
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* [[Chris J. Thornton]] ('''1987'''). ''Hypercuboid-Formation Behaviour of Two Learning Algorithms''. [[Conferences#IJCAI1987|IJCAI 1987]]
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* [[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]
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* [[Chris J. Thornton]] ('''1988'''). ''Links between Content and Information-Content''. [https://dblp.org/db/conf/ecai/ecai88.html#Thornton88 ECAI 1988] <ref>[https://en.wikipedia.org/wiki/Information_content Information content from Wikipedia]</ref>
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* [[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]
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* [[Chris J. Thornton]] ('''1988'''). ''A Computational Model for the Data Compression Metaphor''. [https://dblp.org/db/conf/aimsa/aimsa1988.html#Thornton88 AIMSA 1988]
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==2005 ...==
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==1990 ...==
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* [[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]
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* [[Chris J. Thornton]] ('''1990'''). ''[https://link.springer.com/chapter/10.1007/978-94-009-0643-3_155 The Kink Representation for Exclusive-OR]''. [https://link.springer.com/book/10.1007/978-94-009-0643-3 International Neural Network Conference]
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* [[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]
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* [[Chris J. Thornton]] ('''1992'''). ''Techniques in Computational Learning: An Introduction''. [https://en.wikipedia.org/wiki/Chapman_%26_Hall Chapman & Hall]
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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]
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* [[Chris J. Thornton]], [https://scholar.google.com/citations?user=QBJBsuMAAAAJ Benedict Du Boulay] ('''1992'''). ''[https://www.springer.com/gp/book/9780792318682 Artificial Intelligence Through Search]''. [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer]
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* [[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]
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* [[Chris J. Thornton]] ('''1996'''). ''[https://link.springer.com/chapter/10.1007/3-540-61291-2_65 Parity: The Problem that Won't Go Away]''. [https://dblp.org/db/conf/ai/ai96.html#Thornton96 AI 1996]
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* [[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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* [[Chris J. Thornton]] ('''1999'''). ''[https://link.springer.com/article/10.1023/A:1006577209231 What do Constructive Learners Really Learn?]'' [https://www.springer.com/journal/10462 Artificial Intelligence Review], Vol. 13
 
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==2000 ...==
 
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* [[Chris J. Thornton]] ('''2000'''). ''[https://www.goodreads.com/book/show/1097454.Truth_from_Trash Truth from Trash: How Learning Makes Sense]''. [https://en.wikipedia.org/wiki/MIT_Press Bradford Books] <ref>[[Jean Hayes Michie]] ('''2001'''). ''[https://www.aaai.org/ojs/index.php/aimagazine/article/view/1599/0 Machine Learning and Light Relief: A Review of Truth from Trash]''. [[AAAI#AIMAG|AI Magazine]], Vol. 22 No. 4, [http://www.aaai.org/ojs/index.php/aimagazine/article/download/1599/1498 pdf]</ref>
 
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* [[Chris J. Thornton]] ('''2003'''). ''[https://content.iospress.com/articles/intelligent-data-analysis/ida00129 Indirect sensing through abstractive learning]''. [https://dblp.org/db/journals/ida/ida7.html#Thornton03 Intelligent Data Analysis], Vol. 7, No. 3
 
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* [[Chris J. Thornton]] ('''2006'''). ''[http://sro.sussex.ac.uk/id/eprint/27780/ Principled Exploitation of Behavioural Coupling]''. [https://en.wikipedia.org/wiki/Journal_of_Experimental_and_Theoretical_Artificial_Intelligence Journal of Experimental and Theoretical Artificial Intelligence], Vol. 18, No. 3
 
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* [[Chris J. Thornton]] ('''2009'''). ''Self-redundancy in Music''. [https://dblp.org/db/conf/dagstuhl/P9291.html#Thornton09 Dagstuhl Seminar Proceedings: Computational Creativity], [https://core.ac.uk/reader/62914630 pdf]
 
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* [[Chris J. Thornton]] ('''2009'''). ''[https://pubmed.ncbi.nlm.nih.gov/21585510/ Representation Recovers Information]''. [https://en.wikipedia.org/wiki/Cognitive_Science_(journal) Cognitive Science], Vol. 33, No. 8
 
 
==2010 ...==
 
==2010 ...==
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* [[Chris J. Thornton]] ('''2011'''). ''Naive Inference viewed as Computation''. [https://dblp.org/db/conf/cogsci/cogsci2011.html#Thornton11 CogSci 2011], [http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.368.2558 citeseerx]
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* [[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]
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* [[Chris J. Thornton]] ('''2011'''). ''Is there any Need to Mention Induction?'' [https://dblp.org/db/conf/cogsci/cogsci2011.html#Thornton11a CogSci 2011], [http://users.sussex.ac.uk/~christ/talks/mention-induction.pdf slides as pdf]
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* [[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]
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* [[Chris J. Thornton]] ('''2012'''). ''[https://www.semanticscholar.org/paper/Fuzzy-Memory-Theory-and-its-Use-in-Cognitive-Thorton/0bd93238e0229bf633296d755ad51e06671f4346 Fuzzy Memory Theory and its Use in Cognitive Science]''. [https://dblp.org/db/conf/cogsci/cogsci2012.html#Thornton12 CogSci 2012]
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* [[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]
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* [[Chris J. Thornton]] ('''2013'''). ''A New Way of Linking Information Theory with Cognitive Science''. [https://dblp.org/db/conf/cogsci/cogsci2013.html#Thornton13a CogSci 2013], [http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.432.8733 citeseerx]
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* [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>
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* [[Chris J. Thornton]] ('''2014'''). ''Infotropism as the underlying principle of perceptual organization''. [http://users.sussex.ac.uk/~christ/papers/underlying-infotropism.pdf pdf]
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* [[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]
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* [[Chris J. Thornton]] ('''2016'''). ''Predictive processing is Turing complete: A new view of computation in the brain''. [http://users.sussex.ac.uk/~christ/drafts/draft-o.pdf pdf], [http://users.sussex.ac.uk/~christ/demos/PP-TMs.mp4 mp4]
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* [[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]
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* [[Chris J. Thornton]] ('''2017'''). ''Predictive processing simplified: The infotropic machine''. [https://en.wikipedia.org/wiki/Brain_and_Cognition Brain and Cognition], Vol. 112, [http://users.sussex.ac.uk/~christ/papers/pred-proc-simplified.pdf pdf], [http://users.sussex.ac.uk/~christ/demos/bpp.mp4 mp4]
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* [[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]
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==2020 ...==
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==2015 ...==
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* [[Chris J. Thornton]] ('''2021'''). ''[https://europepmc.org/article/MED/34056760 Extensional Superposition and Its Relation to Compositionality in Language and Thought]''. [https://en.wikipedia.org/wiki/Cognitive_Science_(journal) Cognitive Science], Vol. 45, No. 5
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* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2015'''). ''Online Batch Selection for Faster Training of Neural Networks''. [https://arxiv.org/abs/1511.06343 arXiv:1511.06343]
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* [[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>
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* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2016'''). ''SGDR: Stochastic Gradient Descent with Warm Restarts''. [https://arxiv.org/abs/1608.03983 arXiv:1608.03983]
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* [[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]
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* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2017'''). ''Decoupled Weight Decay Regularization''. [https://arxiv.org/abs/1711.05101 arXiv:1711.05101]
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* [[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]
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* [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>
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* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2018'''). ''Neural Architecture Search: A Survey''. [https://arxiv.org/abs/1808.05377 arXiv:1808.05377]
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* [[Marius Lindauer]], [[Frank Hutter]] ('''2019'''). ''Best Practices for Scientific Research on Neural Architecture Search''. [https://arxiv.org/abs/1909.02453 arXiv:1909.02453]
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* [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]
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* [[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=
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* [https://profiles.sussex.ac.uk/p2684-chris-thornton Chris Thornton Profile | University of Sussex]
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* [http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]
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* [http://users.sussex.ac.uk/~christ/ Chris Thornton]
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* [https://www.brainlinks-braintools.uni-freiburg.de/de/ueber-uns/wissenschaftler/profil-hutter/ Frank Hutter - Learning Optimization Automated Algorithm Design]
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* [http://users.sussex.ac.uk/~christ/crs/ml/lec01a.html Machine Learning - Lecture 1: Introduction to the Topic]
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* [https://github.com/frank-hutter frank-hutter (Frank) · GitHub]
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* [http://users.sussex.ac.uk/~christ/crs/kr-ist/ Intelligent Systems Techniques (MSc) and Knowledge and Reasoning (UG)]
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* [https://genealogy.math.ndsu.nodak.edu/id.php?id=139131 Frank Hutter - The Mathematics Genealogy Project]
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* [http://users.sussex.ac.uk/~christ/crs/kr-ist/lec05a.html KR-IST - Lecture 5a Game playing with Minimax and Pruning]
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* [https://www.cs.ubc.ca/~hutter/ Frank Hutter: Home] (old UBC page)
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* [[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
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: {{#evu:https://www.youtube.com/watch?v=OR-IKyP4ZpI|alignment=left|valignment=top}}
  
 
=References=  
 
=References=  
 
<references />
 
<references />
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'''[[People|Up one level]]'''
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'''[[People|Up one Level]]'''
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[[Category:Researcher|Thornton]]
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[[Category:Researcher|Hutter]]
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[[Category:Mathematician|Hutter]]
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[[Category:Videos|Hutter]]

Latest revision as of 10:09, 5 July 2021

Home * People * Frank Hutter

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.

Selected Publications

[2] [3] [4]

2002 ...

2005 ...

2010 ...

2015 ...

External Links

References

  1. ↑ Frank Hutter
  2. ↑ dblp: Frank Hutter
  3. ↑ Publications - Frank Hutter
  4. ↑ Frank Hutter - Google Scholar Citations
  5. ↑ 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
  6. ↑ Weka (machine learning) from Wikipedia
  7. ↑ CMA-ES from Wikipedia
  8. ↑ AI finds novel way to beat classic Q*bert Atari video game, BBC News, March 01, 2018
  9. ↑ Q*bert from Wikipedia
  10. ↑ AutoML Freiburg-Hannover

Up one Level

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