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Kristian Kersting

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'''[[Main Page|Home]] * [[People]] * Kristian Kersting'''
[[FILE:kristianKersting.jpg|border|right|thumb|Kristian Kersting <refname="Kersting">[https://ml-research.github.io/people/kkersting/index.html Kristian Kersting]</ref> ]]
'''Kristian Kersting''',<br/>
a German computer scientist and professor at Computer Science Department, [[Darmstadt University of Technology|TU Darmstadt]] and head of its Artificial Intelligence and Machine Learning (AIML) lab <ref>[https://ml-research.github.io/people/kkersting/index.html Kristian name="Kersting]<" /ref>.
He received his Ph.D. from [https://en.wikipedia.org/wiki/University_of_Freiburg University of Freiburg] on [https://en.wikipedia.org/wiki/Inductive_logic_programming inductive logic programming] in 2006 under advisor [[Mathematician#LDRaedt|Luc De Raedt]],
and had appointments at [[Massachusetts Institute of Technology|MIT]], [https://de.wikipedia.org/wiki/Fraunhofer-Institut_f%C3%BCr_Intelligente_Analyse-_und_Informationssysteme Fraunhofer IAIS], [https://en.wikipedia.org/wiki/University_of_Bonn University of Bonn], and [[University of Dortmund|TU Dortmund]].
His main research interests are in [https://en.wikipedia.org/wiki/Statistical_relational_learning statistical relational learning] and [[Artificial Intelligence|artificial intelligence]], and [[Deep Learning|deep learning]].
 =CrazyAra=Along with [[Johannes Fürnkranz]]at TU Darmstadt, he Kristian Kersting led the ''Deep Learning: Methods and Architectures'' course in 2018, and supported his students [[Johannes Czech]], [[Moritz Willig]] and [[Alena Beyer]] in developing the deep learning [[Chess#Variants|chess variant]] engine [[CrazyAra]], which won a five game [[Crazyhouse ]] online-match versus [https://en.wikipedia.org/wiki/Justin_Tan Justin Tan] aka JannLee with 4-1
<ref>[https://zhchess.blogspot.com/2018/12/crazyara-plays-jannlee-for-christmas.html Crazyhouse Chess: CrazyAra plays JannLee for Christmas], December 26, 2018</ref> <ref>[https://nachrichten.idw-online.de/2019/02/19/schachmatt-durch-crazyara-kuenstliche-intelligenz-schlaegt-mehrfachen-weltmeister-im-einsetzschach/ Schachmatt durch CrazyAra: Künstliche Intelligenz schlägt mehrfachen Weltmeister im Einsetzschach] by [[Kristian Kersting]], [https://en.wikipedia.org/wiki/Informationsdienst_Wissenschaft Informationsdienst Wissenschaft], February 19, 2019 (German)</ref>.
Subsequently, he supported worked with his students Johannes Czech and [[Patrick Korus]] on an improvement of [[AlphaZero|AlphaZero's]] [[Monte-Carlo Tree Search|MCTS]] / [[Christopher D. Rosin#PUCT|PUCT]] algorithm considering [[Transposition|transpositions]], optionally applied in CrazyAra.
The proposed '''Monte-Carlo Graph Search''' uses a [https://en.wikipedia.org/wiki/Directed_acyclic_graph directed acyclic graph] (DAG) rather than a [https://en.wikipedia.org/wiki/Tree_structure tree structure] <ref>[[Johannes Czech]], [[Patrick Korus]], [[Kristian Kersting]] ('''2020'''). ''Monte-Carlo Graph Search for AlphaZero''. [https://arxiv.org/abs/2012.11045 arXiv:2012.11045]</ref>.
* [https://scholar.google.com/citations?user=f9iP-80AAAAJ&hl=en Christian Bauckhage], [[Kristian Kersting]] ('''2013'''). ''Efficient Information Theoretic Clustering on Discrete Lattices''. [https://arxiv.org/abs/1310.7114 arXiv:1310.7114]
* [https://scholar.google.com/citations?user=f9iP-80AAAAJ&hl=en Christian Bauckhage], [[Kristian Kersting]], [https://scholar.google.de/citations?user=WDHoQtYAAAAJ&hl=en Christian Thurau] ('''2014'''). ''[http://publica.fraunhofer.de/dokumente/N-351724.html Künstliche Intelligenz für Computerspiele - Historische Entwicklung und aktuelle Trends]''. [https://de.wikipedia.org/wiki/Informatik_Spektrum Informatik Spektrum], Vol. 37, No. 6 (German)
* [[Mathematician#LDRaedt|Luc De Raedt]], [[Kristian Kersting]], [[Mathematician#SNatarajan|Sriraam Natarajan]], [[Mathematician#DPoole|David Poole]] ('''2016'''). ''[https://www.morganclaypool.com/doi/10.2200/S00692ED1V01Y201601AIM032 Statistical Relational Artificial Intelligence: Logic, Probability, and Computation]''. Synthesis Lectures on Artificial Intelligence and Machine Learning, [https://www.morganclaypool.com/ Morgan & Claypool Publishers]
* [[Kristian Kersting]] ('''2018'''). ''[https://link.springer.com/article/10.1007/s13218-018-0562-8 Making AI Smarter]''. [https://www.springer.com/journal/13218 Künstliche Intelligenz], Vol. 32, No. 4
* [[Kristian Kersting]] ('''2018'''). ''[https://www.frontiersin.org/articles/10.3389/fdata.2018.00006/full Machine Learning and Artificial Intelligence: Two Fellow Travelers on the Quest for Intelligent Behavior in Machines]''. [https://www.frontiersin.org/journals/big-data# Frontiers in Big Data]
==2020 ...==
* [[Johannes Czech]], [[Moritz Willig]], [[Alena Beyer]], [[Kristian Kersting]], [[Johannes Fürnkranz]] ('''2020'''). ''[https://www.frontiersin.org/articles/10.3389/frai.2020.00024/full Learning to Play the Chess Variant Crazyhouse Above World Champion Level With Deep Neural Networks and Human Data]''. [https://www.frontiersin.org/journals/artificial-intelligence# Frontiers in Artificial Intelligence]
* [[Kristian Kersting]] ('''2020'''). ''[https://link.springer.com/article/10.1007/s13218-020-00692-5 Rethinking Computer Science Through AI]''. [https://www.springer.com/journal/13218 Künstliche Intelligenz], Vol. 34, No. 4
* [[Johannes Czech]], [[Patrick Korus]], [[Kristian Kersting]] ('''2020'''). ''Monte-Carlo Graph Search for AlphaZero''. [https://arxiv.org/abs/2012.11045 arXiv:2012.11045]
* [[Johannes Czech]], [[Patrick Korus]], [[Kristian Kersting]] ('''20202021'''). ''[https://linkojs.springeraaai.comorg/index.php/ICAPS/article/10.1007view/s1321815952 Improving AlphaZero Using Monte-020-00692-5 Rethinking Computer Science Through AICarlo Graph Search]''. [https://wwwojs.aaai.springerorg/index.comphp/journalICAPS/13218 Künstliche Intelligenzissue/view/380 Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling], Vol. 3431, No[https://www. 4ml.informatik.tu-darmstadt.de/papers/czech2021icaps_mcgs.pdf pdf]
=External Links=
* [https://nachrichten.idw-online.de/2019/02/19/schachmatt-durch-crazyara-kuenstliche-intelligenz-schlaegt-mehrfachen-weltmeister-im-einsetzschach/ Schachmatt durch CrazyAra: Künstliche Intelligenz schlägt mehrfachen Weltmeister im Einsetzschach] by [[Kristian Kersting]], [https://en.wikipedia.org/wiki/Informationsdienst_Wissenschaft Informationsdienst Wissenschaft], February 19, 2019 (German)
* [https://www.welt.de/wirtschaft/bilanz/article202860588/Sieger-des-deutschen-KI-Preises-Der-Traum-von-der-starken-KI.html Sieger des deutschen KI-Preises: Der Traum von der starken KI] by [https://muckrack.com/christian-buck Christian Buck], [https://en.wikipedia.org/wiki/Die_Welt Welt], November 02, 2019
* Kristian Kersting - Making deep neural networks right for the right scientific reasons, [https://digicrop.de/ DIGICROP 2020], [https://en.wikipedia.org/wiki/YouTube YouTube] Video
: {{#evu:https://www.youtube.com/watch?v=wSO04nHQEXc|alignment=left|valignment=top}}
=References=
'''[[People|Up one level]]'''
[[Category:Researcher|Kersting]]
[[Category:Videos|Kersting]]

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