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'''[[Main Page|Home]] * [[People]] * Chris J. ThorntonFrank Hutter'''

[[FILE:ChrisJThornton.jpg|border|right|thumb| Chris Thornton <ref>[http://users.sussex.ac.uk/~christ/ Chris Thornton]</ref> ]]  '''Chris James ThorntonFrank Hutter''',<br/>a British German computer scientist , mathematician and lecturer in the Department of Informatics professor at the [https://en.wikipedia.org/wiki/University_of_Sussex University_of_Freiburg University of SussexFreiburg], .and formerly a lecturer in His research covers the department fields of [[Artificial IntelligenceLearning|artificial intelligence]] at the [[University of Edinburghmachine learning]].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>.His research interests around [https://en.wikipedia.org/wiki/Information_theory information theory] and [[Cognition|cognitive science]] include [[Learning|Automated_machine_learning automated machine learning]], [[Neural NetworksDeep Learning|neural networksdeep learning]], [https://en.wikipedia.org/wiki/Data_compression data compressionNeural_architecture_search neural architecture search], automated [https://en.wikipedia.org/wiki/Computational_creativity computational creativityProblem_solving problem solving], the [https://en.wikipedia.org/wiki/Problem_of_induction problem of inductionStochastic_optimization stochastic optimization], [https://en.wikipedia.org/wiki/Kolmogorov_complexity Kolmogorov complexityStochastic_gradient_descent stochastic gradient descent], and [https://en.wikipedia.org/wiki/Gene_prediction sequence predictionBayesian_optimization Bayesian optimization], .He defended his M.Sc. degree on stochastic [https://en.wikipedia.org/wiki/Algorithmic_composition algorithmic musicLocal_search_(optimization) local search] at [[Darmstadt University of Technology], ] in 2004 under [[https://en.wikipedia.org/wiki/Analogy analogy formationMathematician#TStuetzle|Thomas Stützle]], and [[https://enMathematician#HHHoos|Holger H.wikipedia.org/wiki/Minimum_description_length minimum description length encodingHoos]], [https://enand his Ph.wikipediaD.org/wiki/Refinement_(computing) information refinement] and on ''Automating the Configuration of Algorithms for Solving Hard Computational Problems'' at [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_British_Columbia University of SussexBritish Columbia]</ref>in 2009 under Holger H.One of his lectures deals with game playingHoos, [[Minimax]], [[NegamaxMathematician#LeytonBrown|Kevin Leyton-Brown]] and [[Alpha-BetaMathematician#KPMurphy|Kevin P. Murphy]] <ref>[http://users.sussex.ac.uk/~christ/crs/kr-ist/lec05a.html KR-IST - Lecture 5a Game playing with Minimax and Pruning]</ref>.

<ref>[https://dblp.org/pidpers/06hd/2633.html h/Hutter:Frank dblp: Chris ThorntonFrank Hutter], includes </ref> <ref>[https://dlml.informatik.acmuni-freiburg.orgde/people/profilehutter/99659668015 Chris Thorntonpublications.html Publications - Frank Hutter], </ref> <ref>[https://enscholar.wikipediagoogle.orgca/wiki/University_of_British_Columbia University of British Columbiacitations?user=YUrxwrkAAAAJ&hl=en Frank Hutter - Google Scholar Citations]</ref>==1987 2002 ...==* [[Chris J. ThorntonFrank Hutter]] ('''1987'''). ''Hypercuboid-Formation Behaviour of Two Learning Algorithms''. , [[ConferencesMathematician#IJCAI1987DADTompkins|IJCAI 1987Dave A. D. Tompkins]]* , [[Chris JMathematician#HHHoos|Holger H. ThorntonHoos]] ('''19882002'''). ''Links between Content [https://link.springer.com/chapter/10.1007/3-540-46135-3_16 Scaling and Information-ContentProbabilistic Smoothing: Efficient Dynamic Local Search for SAT]''. [https://dblp.org/db/conf/ecaicp/ecai88cp2002.html#Thornton88 ECAI 1988CP 2002] <ref>, [https://enwww.cs.wikipediaubc.orgca/~hoos/wikiPubl/Information_content Information content from Wikipediacp02-saps.pdf pdf]</ref>* [[Chris J. ThorntonFrank Hutter]] ('''19882004'''). ''A Computational Model Stochastic Local Search for Solving the Data Compression MetaphorMost 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://dblppdfs.semanticscholar.org/dbbcce/conf/aimsa/aimsa19889a026ff863442cea6d1596bfe06ee02af32f.html#Thornton88 AIMSA 1988pdf pdf]==1990 2005 ...==* [[Chris JFrank Hutter]], [[Mathematician#HHHoos|Holger H. ThorntonHoos]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''19902005'''). ''[https://linkdl.springeracm.comorg/chapter/10citation.1007/978-94-009-0643-3_155 The Kink Representation cfm?id=1642320 Efficient Stochastic Local Search for Exclusive-ORMPE Solving]''. [https://link.springer.com/book/10.1007/978-94-009-0643-3 International Neural Network Conference]* [[Chris J. ThorntonConferences#IJCAI2005|IJCAI 2005]] ('''1992'''). ''Techniques in Computational Learning: An Introduction''. , [https://enwww.cs.wikipediaubc.orgca/~hutter/wikipapers/Chapman_%26_Hall Chapman & Hallijcai05-sls4mpe.pdf pdf]* [[Chris J. ThorntonFrank Hutter]], [https://scholar.google.comco.uk/citations?user=QBJBsuMAAAAJ Benedict Du BoulayLqUxHuQAAAAJ&hl=en Youssef Hamadi] ('''1992'''). '', [[https://wwwMathematician#HHHoos|Holger H.springer.com/gp/book/9780792318682 Artificial Intelligence Through SearchHoos]''. [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer]* , [[Chris J. ThorntonMathematician#LeytonBrown|Kevin Leyton-Brown]] ('''19962006'''). ''[https://link.springer.com/chapter/10.1007/3-540-61291-2_65 Parity: The Problem that Won't Go Away11889205_17 Performance Prediction and Automated Tuning of Randomized and Parametric Algorithms]''. [https://dblp.org/db/conf/aicp/ai96cp2006.html#Thornton96 AI 1996CP 2006]* [[Chris J. Thornton]] ('''1999'''). '', [https://linkwww.springercs.com/article/10ubc.1023ca/A:1006577209231 What do Constructive Learners Really Learn?]'' [https:~hutter/papers/wwwaaaiws06_lfs06-autoparam-prelim.springer.com/journal/10462 Artificial Intelligence Reviewpdf pdf], Vol. 13==2000 ...==* [[Chris J. ThorntonFrank Hutter]] ('''2000'''). '', [[https://wwwMathematician#HHHoos|Holger H.goodreads.com/book/show/1097454.Truth_from_Trash Truth from Trash: How Learning Makes SenseHoos]''. [https://en.wikipedia.org/wiki/MIT_Press Bradford Books] <ref>, [[Jean Hayes MichieMathematician#TStuetzle|Thomas Stützle]] ('''20012007'''). ''[https://wwwdl.aaaiacm.org/ojs/indexcitation.php/aimagazine/article/view/1599/0 Machine Learning and Light Relief: A Review of Truth from Trashcfm?id=1619831 Automatic Algorithm Configuration Based on Local Search]''. [[Conferences#AAAI#AIMAG-2007|AI MagazineAAAI 2007]], Vol. 22 No. 4, [httphttps://www.aaaics.org/ojs/indexubc.phpca/aimagazine~hutter/articlepapers/download/1599/1498 aaai07_param_ils.pdf pdf]</ref>* [[Chris J. ThorntonFrank Hutter]] ('''20032009'''). ''[https://content.iospress.com/articles/intelligent-data-analysis/ida00129 Indirect sensing through abstractive learning]Automating the Configuration of Algorithms for Solving Hard Computational Problems''. [https://dblp.org/db/journals/ida/ida7Ph.html#Thornton03 Intelligent Data Analysis], VolD. 7thesis, No. 3* [[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 University_of_British_Columbia University of Experimental and Theoretical Artificial IntelligenceBritish Columbia], Volsupervisors [[Mathematician#HHHoos|Holger H. 18Hoos]], No. 3* [[Chris J. ThorntonMathematician#LeytonBrown|Kevin Leyton-Brown]] ('''2009'''). ''Self-redundancy in Music''. and [[https://dblpMathematician#KPMurphy|Kevin P.org/db/conf/dagstuhl/P9291.html#Thornton09 Dagstuhl Seminar Proceedings: Computational CreativityMurphy]], [https://corewww.accs.ukubc.ca/~hutter/readerpapers/62914630 Hutter09PhD.pdf pdf]* [[Chris JFrank Hutter]], [[Mathematician#HHHoos|Holger H. ThorntonHoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#TStuetzle|Thomas Stützle]] ('''2009'''). ''[https://pubmedwww.ncbijair.nlmorg/index.nih.govphp/jair/article/21585510view/ Representation Recovers Information10628 ParamILS: An Automatic Algorithm Configuration Framework]''. [https://en.wikipedia.org/wiki/Cognitive_Science_(journal) Cognitive ScienceJournal_of_Artificial_Intelligence_Research JAIR], Vol. 3336, No[https://arxiv. 8org/ftp/arxiv/papers/1401/1401.3492.pdf pdf]

* [[Chris JFrank Hutter]], [[Mathematician#HHHoos|Holger H. Hoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#KPMurphy|Kevin P. ThorntonMurphy]] ('''20112010'''). ''Naive Inference viewed as Computation[https://dl.acm.org/citation.cfm?id=1893694 Time-Bounded Sequential Parameter Optimization]''. [https://dblp.org/db/conf/cogscilion/cogsci2011lion2010.html#Thornton11 CogSci 2011LION 2010], [httphttps://citeseerxml.istinformatik.psuuni-freiburg.edude/viewdocpapers/summary?doi=10-LION-TB-SPO.1.1.368.2558 citeseerxpdf pdf]* [[Chris JFrank Hutter]], [[Mathematician#HHHoos|Holger H. ThorntonHoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''20112010'''). ''Is there any Need to Mention Induction?[https://link.springer.com/article/10.1007/s10472-010-9191-0 Tradeoffs in the empirical evaluation of competing algorithm designs]'' . [https://dblplink.springer.orgcom/dbjournal/conf10472/cogsci60/cogsci20111 Annals of Mathematics and Artificial Intelligence, Vol. 60, Nos.html#Thornton11a CogSci 20111-2], [httphttps://userswww.sussexcs.acubc.ukca/~christhoos/talksPubl/mentionHutEtAl10d-inductionpreprint.pdf slides as pdf]* [[Chris JFrank Hutter]], [[Mathematician#HHHoos|Holger H. ThorntonHoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''20122011'''). ''[https://wwwlink.semanticscholarspringer.orgcom/paperchapter/Fuzzy-Memory10.1007/978-Theory3-and642-its25566-Use3_40 Sequential Model-in-Cognitive-Thorton/0bd93238e0229bf633296d755ad51e06671f4346 Fuzzy Memory Theory and its Use in Cognitive ScienceBased Optimization for General Algorithm Configuration]''. [https://dblp.org/db/conf/cogscilion/cogsci2012lion2011.html#Thornton12 CogSci 2012LION 2011], [https://ml.informatik.uni-freiburg.de/papers/11-LION5-SMAC.pdf pdf]* [https://dl.acm.org/profile/99659668015 Chris Thornton], [Chris J[Frank Hutter]], [[Mathematician#HHHoos|Holger H. ThorntonHoos]], [[Mathematician#LeytonBrown|Kevin Leyton-Brown]] ('''20132012'''). ''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 New Way of Linking Information Theory with Cognitive Science. 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.orguni-trier.de/db/confjournals/cogscisigkdd/cogsci2013sigkdd11.html#Thornton13a CogSci 2013SIGKDD Explorations], Vol. 11, No. 1, [httphttps://citeseerxwww.istkdd.psuorg/exploration_files/p2V11n1.edupdf pdf]</ref> <ref>[https:/viewdoc/summaryen.wikipedia.org/wiki/Weka_(machine_learning) Weka (machine learning) from Wikipedia]</ref>* [[Frank Hutter]], [https://scholar.google.ca/citations?doiuser=lTcTyjUAAAAJ&hl=10en 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''.1[https://arxiv.1org/abs/1310.4321947 arXiv:1310.8733 citeseerx1947]* [[Chris JMathematician#LeytonBrown|Kevin Leyton-Brown]], [[Mathematician#HHHoos|Holger H. ThorntonHoos]], [[Frank Hutter]], [https://scholar.google.ca/citations?user=lTcTyjUAAAAJ&hl=en Lin Xu] ('''2014'''). ''Infotropism as [https://dl.acm.org/citation.cfm?id=2594424 Understanding the underlying principle empirical hardness of perceptual organizationNP-complete problems]''. [[ACM#Communications|Communications of the ACM]], Vol. 57, No. 5, [http://usersaad.sussexinformatik.acuni-freiburg.ukde/~christmedia/papers_publications/underlying14-CACM-EHMs-infotropismpreprint.pdf pdf]==2015 ...==* [[Chris JIlya Loshchilov]], [[Frank Hutter]] ('''2015'''). ''Online Batch Selection for Faster Training of Neural Networks''. [https://arxiv.org/abs/1511.06343 arXiv:1511. Thornton06343]* [[Ilya Loshchilov]], [[Frank Hutter]] ('''2016'''). ''Predictive processing is Turing complete: A new view CMA-ES for Hyperparameter Optimization of computation in the brainDeep Neural Networks''. [httphttps://usersarxiv.sussexorg/abs/1604.ac07269 arXiv:1604.uk07269] <ref>[https://~christen.wikipedia.org/draftswiki/draftCMA-ES CMA-o.pdf pdfES from Wikipedia]</ref>* [[Ilya Loshchilov]], [http[Frank Hutter]] ('''2016'''). ''SGDR: Stochastic Gradient Descent with Warm Restarts''. [https://usersarxiv.sussexorg/abs/1608.03983 arXiv:1608.03983]* [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2017''').ac''Simple And Efficient Architecture Search for Convolutional Neural Networks''.uk[https://~christarxiv.org/demosabs/PP-TMs1711.04528 arXiv:1711.mp4 mp404528]* [[Chris J. ThorntonIlya Loshchilov]], [[Frank Hutter]] ('''2017'''). ''Predictive processing simplified: The infotropic machineDecoupled Weight Decay Regularization''. [https://en.wikipediaarxiv.org/wikiabs/Brain_and_Cognition Brain and Cognition1711.05101 arXiv:1711.05101]* [[Jan van Rijn]], Vol[[Frank Hutter]] ('''2017'''). ''An Empirical Study of Hyperparameter Importance Across Datasets''. [https://dblp.uni-trier.de/db/conf/pkdd/automl2017. 112html#RijnH17 AutoML@PKDD/ECML 2017], [http://usersml.sussexinformatik.acuni-freiburg.uk/~christde/papers/pred17-procAutoML-simplifiedfanova.pdf pdf]* [https://dblp.org/pers/hd/c/Chrabaszcz:Patryk Patryk Chrabaszcz], [http[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://userswww.sussexbbc.accom/news/technology-43241936 AI finds novel way to beat classic Q*bert Atari video game], [https://en.wikipedia.ukorg/wiki/BBC_News BBC News], March 01, 2018</~christref> <ref>[https:/demos/bppen.mp4 mp4wikipedia.org/wiki/Q*bert Q*bert from Wikipedia]</ref> ==2020 * [[Thomas Elsken]], [[Jan Hendrik Metzen]], [[Frank Hutter]] ('''2018''').''Neural Architecture Search: A Survey''.[https://arxiv.==org/abs/1808.05377 arXiv:1808.05377]* [[Chris JMarius 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. Thorntonorg/pers/hd/a/Awad:Noor Noor Awad], [[Frank Hutter]], [[Marius Lindauer]] ('''20212019'''). ''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://europepmcdblp.org/articlepers/hd/k/Kotthoff:Lars Lars Kotthoff], [https://dblp.org/pers/hd/v/Vanschoren:Joaquin Joaquin Vanschoren] (eds.) ('''2019'''). ''[https://link.springer.com/MEDbook/34056760 Extensional Superposition and Its Relation to Compositionality in Language and Thought10.1007%2F978-3-030-05318-5 Automated Machine Learning]''. [https://en.wikipedia.org/wiki/Cognitive_Science_(journal) Cognitive ScienceSpringer_Science%2BBusiness_Media Springer], Vol. 45, No. 5

* [http://aad.informatik.uni-freiburg.de/people/hutter/index.html Frank Hutter]* [https://profileswww.sussexbrainlinks-braintools.acuni-freiburg.de/de/ueber-uns/wissenschaftler/profil-hutter/ Frank Hutter - Learning Optimization Automated Algorithm Design]* [https://github.ukcom/p2684frank-chrishutter frank-thornton Chris Thornton Profile | University of Sussexhutter (Frank) · GitHub]* [httphttps://usersgenealogy.math.sussexndsu.acnodak.ukedu/~christ/ Chris Thorntonid.php?id=139131 Frank Hutter - The Mathematics Genealogy Project]* [httphttps://userswww.sussexcs.acubc.ukca/~christhutter/crsFrank Hutter: Home] (old UBC page)* [[Frank Hutter]] - [https:/ml/lec01awww.youtube.html com/watch?v=OR-IKyP4ZpI Automatic Machine Learning - Lecture 1: Introduction to the Topic]* <ref>[httphttps://userswww.sussexautoml.ac.ukorg/ AutoML Freiburg-Hannover]</ref>, [https:/~christ/crsnips.cc/kr-istConferences/ Intelligent Systems Techniques (MSc) and Knowledge and Reasoning (UG)2017 NIPS 2017]* , [httphttps://usersen.sussexwikipedia.ac.ukorg/~christwiki/crsYouTube YouTube] Video: {{#evu:https:/kr-ist/lec05awww.html KRyoutube.com/watch?v=OR-IST - Lecture 5a Game playing with Minimax and Pruning] IKyP4ZpI|alignment=left|valignment=top}}

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