Difference between revisions of "Kristian Kersting"
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'''[[Main Page|Home]] * [[People]] * Kristian Kersting''' | '''[[Main Page|Home]] * [[People]] * Kristian Kersting''' | ||
| − | [[FILE:kristianKersting.jpg|border|right|thumb|Kristian Kersting <ref>[https://ml-research.github.io/people/kkersting/index.html Kristian Kersting]</ref> ]] | + | [[FILE:kristianKersting.jpg|border|right|thumb|Kristian Kersting <ref name="Kersting">[https://ml-research.github.io/people/kkersting/index.html Kristian Kersting]</ref> ]] |
'''Kristian Kersting''',<br/> | '''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 | + | 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 name="Kersting" />. |
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]], | 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]]. | 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]]. | ||
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* [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]] ('''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) | * [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://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] | * [[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] | ||
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==2020 ...== | ==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] | * [[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]] ('''2020'''). ''Monte-Carlo Graph Search for AlphaZero''. [https://arxiv.org/abs/2012.11045 arXiv:2012.11045] | ||
| − | * [[Kristian Kersting]] (''' | + | * [[Johannes Czech]], [[Patrick Korus]], [[Kristian Kersting]] ('''2021'''). ''[https://ojs.aaai.org/index.php/ICAPS/article/view/15952 Improving AlphaZero Using Monte-Carlo Graph Search]''. [https://ojs.aaai.org/index.php/ICAPS/issue/view/380 Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling], Vol. 31, [https://www.ml.informatik.tu-darmstadt.de/papers/czech2021icaps_mcgs.pdf pdf] |
=External Links= | =External Links= | ||
Latest revision as of 22:35, 23 May 2021
Home * People * Kristian Kersting
Kristian Kersting [1]
Kristian Kersting,
a German computer scientist and professor at Computer Science Department, TU Darmstadt and head of its Artificial Intelligence and Machine Learning (AIML) lab [1].
He received his Ph.D. from University of Freiburg on inductive logic programming in 2006 under advisor Luc De Raedt,
and had appointments at MIT, Fraunhofer IAIS, University of Bonn, and TU Dortmund.
His main research interests are in statistical relational learning and artificial intelligence, and deep learning.
Contents
CrazyAra
Along with Johannes Fürnkranz at TU Darmstadt, 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 variant engine CrazyAra, which won a five game Crazyhouse online-match versus Justin Tan aka JannLee with 4-1 [2] [3]. Subsequently, he worked with his students Johannes Czech and Patrick Korus on an improvement of AlphaZero's MCTS / PUCT algorithm considering transpositions, optionally applied in CrazyAra. The proposed Monte-Carlo Graph Search uses a directed acyclic graph (DAG) rather than a tree structure [4].
Selected Publications
2000 ...
- Kristian Kersting, Luc De Raedt (2001). Bayesian Logic Programs. arXiv:cs/0111058
- Kristian Kersting, Luc De Raedt (2001). Adaptive Bayesian Logic Programs. ILP 2001
- Kristian Kersting, Luc De Raedt (2001). Towards Combining Inductive Logic Programming with Bayesian Networks. ILP 2001
- Luc De Raedt, Kristian Kersting (2003). Probabilistic logic learning. SIGKDD Explorations, Vol. 5, No. 1, pdf
- Kristian Kersting, Luc De Raedt (2004). Logical Markov Decision Programs and the Convergence of Logical TD(lambda). ILP 2004, pdf
- Luc De Raedt, Kristian Kersting (2004). Probabilistic Inductive Logic Programming. ALT 2004
- Kristian Kersting (2006). An Inductive Logic Programming Approach to Statistical Relational Learning. Frontiers in Artificial Intelligence and Applications, Vol. 148
- Luc De Raedt, Kristian Kersting (2008). Probabilistic Inductive Logic Programming. Lecture Notes in Computer Science, Vol. 4911
2010 ...
- Luc De Raedt, Kristian Kersting (2010, 2017). Statistical Relational Learning. Encyclopedia of Machine Learning and Data Mining, Springer
- Kristian Kersting (2012). Lifted Probabilistic Inference. ECAI 2012, pdf
- Christian Bauckhage, Kristian Kersting (2013). Efficient Information Theoretic Clustering on Discrete Lattices. arXiv:1310.7114
- Christian Bauckhage, Kristian Kersting, Christian Thurau (2014). Künstliche Intelligenz für Computerspiele - Historische Entwicklung und aktuelle Trends. Informatik Spektrum, Vol. 37, No. 6 (German)
- Luc De Raedt, Kristian Kersting, Sriraam Natarajan, David Poole (2016). Statistical Relational Artificial Intelligence: Logic, Probability, and Computation. Synthesis Lectures on Artificial Intelligence and Machine Learning, Morgan & Claypool Publishers
- Kristian Kersting (2018). Making AI Smarter. Künstliche Intelligenz, Vol. 32, No. 4
- Kristian Kersting (2018). Machine Learning and Artificial Intelligence: Two Fellow Travelers on the Quest for Intelligent Behavior in Machines. Frontiers in Big Data
- Johannes Czech, Moritz Willig, Alena Beyer, Kristian Kersting, Johannes Fürnkranz (2019). Learning to play the Chess Variant Crazyhouse above World Champion Level with Deep Neural Networks and Human Data. arXiv:1908.06660
2020 ...
- Johannes Czech, Moritz Willig, Alena Beyer, Kristian Kersting, Johannes Fürnkranz (2020). Learning to Play the Chess Variant Crazyhouse Above World Champion Level With Deep Neural Networks and Human Data. Frontiers in Artificial Intelligence
- Kristian Kersting (2020). Rethinking Computer Science Through AI. Künstliche Intelligenz, Vol. 34, No. 4
- Johannes Czech, Patrick Korus, Kristian Kersting (2020). Monte-Carlo Graph Search for AlphaZero. arXiv:2012.11045
- Johannes Czech, Patrick Korus, Kristian Kersting (2021). Improving AlphaZero Using Monte-Carlo Graph Search. Proceedings of the Thirty-First International Conference on Automated Planning and Scheduling, Vol. 31, pdf
External Links
- Kristian Kersting – Informatik – Technische Universität Darmstadt
- Kristian Kersting
- Prof. Dr. Kristian Kersting, TU Dortmund
- Kristian Kersting - Google Scholar
- Schachmatt durch CrazyAra: Künstliche Intelligenz schlägt mehrfachen Weltmeister im Einsetzschach by Kristian Kersting, Informationsdienst Wissenschaft, February 19, 2019 (German)
- Sieger des deutschen KI-Preises: Der Traum von der starken KI by Christian Buck, Welt, November 02, 2019
- Kristian Kersting - Making deep neural networks right for the right scientific reasons, DIGICROP 2020, YouTube Video
References
- ↑ 1.0 1.1 Kristian Kersting
- ↑ Crazyhouse Chess: CrazyAra plays JannLee for Christmas, December 26, 2018
- ↑ Schachmatt durch CrazyAra: Künstliche Intelligenz schlägt mehrfachen Weltmeister im Einsetzschach by Kristian Kersting, Informationsdienst Wissenschaft, February 19, 2019 (German)
- ↑ Johannes Czech, Patrick Korus, Kristian Kersting (2020). Monte-Carlo Graph Search for AlphaZero. arXiv:2012.11045
- ↑ dblp: Kristian Kersting
- ↑ Kristian Kersting - Publication
