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Created page with "'''Home * People * Marcin Szubert''' FILE:MarcinSzubert.jpg|border|right|thumb|link=https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en| Marcin..."
'''[[Main Page|Home]] * [[People]] * Marcin Szubert'''
[[FILE:MarcinSzubert.jpg|border|right|thumb|link=https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en| Marcin Szubert <ref>[https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en Marcin Szubert - Google Scholar Citations]</ref> ]]
'''Marcin Grzegorz Szubert''',<br/>
a Polish computer scientist and postdoc at [https://en.wikipedia.org/wiki/University_of_Vermont University of Vermont], previously assistant professor at the Institute of Computing Science,
[https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], where he defended his Ph.D. thesis in 2014 on the concept of [https://en.wikipedia.org/wiki/Shaping_%28psychology%29 shaping] in [[Reinforcement Learning|reinforcement learning]] experimentally verified in nontrivial sequential decision making domains,
including the board games of [[Othello]] and small board [[Go]]
<ref>[[Marcin Szubert]] ('''2014'''). ''Coevolutionary Shaping for Reinforcement Learning''. Ph.D. thesis, [https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], supervisor [[Krzysztof Krawiec]], co-supervisor [[Wojciech Jaśkowski]], [http://www.cs.put.poznan.pl/mszubert/pub/phdthesis.pdf pdf]</ref>.
His further research interests include [[Artificial Intelligence|computational intelligence]], [[Genetic Programming#EvolutionaryComputation|evolutionary computation]], [https://en.wikipedia.org/wiki/Coevolution#Algorithms coevolutionary algorithms] and the [https://en.wikipedia.org/wiki/2048_%28video_game%29 puzzle game 2048]
<ref>[http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048] by [[Marcin Szubert]]</ref>
=Selected Publications=
<ref>[https://dblp.uni-trier.de/pers/hd/s/Szubert:Marcin_Grzegorz.html dblp: Marcin Grzegorz Szubert]</ref>
==2009==
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Krzysztof Krawiec]] ('''2009'''). ''Coevolutionary Temporal Difference Learning for Othello''. [[IEEE#CIG|IEEE Symposium on Computational Intelligence and Games]], [http://www.cs.put.poznan.pl/wjaskowski/pub/papers/szubert09coevolutionary.pdf pdf]
* [[Marcin Szubert]] ('''2009'''). ''Coevolutionary Reinforcement Learning and its Application to Othello''. M.Sc. thesis, [https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], supervisor [[Krzysztof Krawiec]], [https://mszubert.github.io/papers/Szubert_2009_MSC.pdf pdf]
==2010 ...==
* [[Krzysztof Krawiec]], [[Marcin Szubert]] ('''2010'''). ''[https://ieeexplore.ieee.org/document/5586054?arnumber=5586054 Coevolutionary Temporal Difference Learning for small-board Go]''. [[IEEE#EC|IEEE Congress on Evolutionary Computation]]
* [[Krzysztof Krawiec]], [[Marcin Szubert]] ('''2011'''). ''Learning N-Tuple Networks for Othello by Coevolutionary Gradient Search''. [https://dblp.uni-trier.de/db/conf/gecco/gecco2011.html GECCO 2011], [http://www.cs.put.poznan.pl/mszubert/pub/krawiec2011gecco.pdf pdf]
* [[Krzysztof Krawiec]], [[Wojciech Jaśkowski]], [[Marcin Szubert]] ('''2011'''). ''[https://content.sciendo.com/view/journals/amcs/21/4/article-p717.xml Evolving small-board Go players using Coevolutionary Temporal Difference Learning with Archives]''. [https://en.wikipedia.org/wiki/International_Journal_of_Applied_Mathematics_and_Computer_Science International Journal of Applied Mathematics and Computer Science], Vol. 21, No. 4 » [[Go]]
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Krzysztof Krawiec]] ('''2011'''). ''Learning Board Evaluation Function for Othello by Hybridizing Coevolution with Temporal Difference Learning''. [http://control.ibspan.waw.pl:3000/mainpage Control and Cybernetics], Vol. 40, No. 3, [http://www.cs.put.poznan.pl/wjaskowski/pub/papers/szubert2011learning.pdf pdf]
* [[Marcin Szubert]], [[Krzysztof Krawiec]] ('''2012'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-32964-7_22 Autonomous Shaping via Coevolutionary Selection of Training Experience]''. [https://dblp.uni-trier.de/db/conf/ppsn/ppsn2012-2.html 12. PPSN]
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Krzysztof Krawiec]] ('''2013'''). ''[https://www.academia.edu/4601823/On_Scalability_Generalization_and_Hybridization_of_Coevolutionary_Learning_A_Case_Study_for_Othello On Scalability, Generalization, and Hybridization of Coevolutionary Learning: a Case Study for Othello]''. [[IEEE#TOCIAIGAMES|IEEE Transactions on Computational Intelligence and AI in Games]], Vol. 5, No. 3
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Krzysztof Krawiec]] ('''2013'''). ''Shaping Fitness Function for Evolutionary Learning of Game Strategies''. [https://dblp.uni-trier.de/db/conf/gecco/gecco2013.html GECCO 2013], [http://www.cs.put.poznan.pl/wjaskowski/pub/papers/szubert2013shaping.pdf pdf]
* [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Marcin Szubert]], [[Krzysztof Krawiec]] ('''2013'''). ''Improving Coevolution by Random Sampling''. [https://dblp.uni-trier.de/db/conf/gecco/gecco2013.html GECCO 2013], [http://www.cs.put.poznan.pl/mszubert/pub/jaskowski2013gecco.pdf pdf]
* [[Wojciech Jaśkowski]], [[Marcin Szubert]], [[Paweł Liskowski]] ('''2014'''). ''Multi-Criteria Comparison of Coevolution and Temporal Difference Learning on Othello''. [https://dblp.uni-trier.de/db/conf/evoW/evoappl2014.html EvoApplications 2014], [https://www.springer.com/gp/book/9783662455227 Applications of Evolutionary Computation]
* [[Marcin Szubert]], [[Wojciech Jaśkowski]] ('''2014'''). ''[http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048]''. [[IEEE#CIG|IEEE Conference on Computational Intelligence and Games]], [http://www.cs.put.poznan.pl/mszubert/pub/szubert2014cig.pdf pdf] <ref>[https://en.wikipedia.org/wiki/2048_%28video_game%29 2048 (video game) from Wikipedia]</ref>
* [[Marcin Szubert]] ('''2014'''). ''Coevolutionary Shaping for Reinforcement Learning''. Ph.D. thesis, [https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], supervisor [[Krzysztof Krawiec]], co-supervisor [[Wojciech Jaśkowski]], [http://www.cs.put.poznan.pl/mszubert/pub/phdthesis.pdf pdf], [https://mszubert.github.io/papers/Szubert_2014_PHD.pdf pdf]
==2015 ...==
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Krzysztof Krawiec]] ('''2015'''). ''[https://link.springer.com/chapter/10.1007/978-3-319-16549-3_32 The Role of Behavioral Diversity and Difficulty of Opponents in Coevolving Game-Playing Agents]''. [https://dblp.uni-trier.de/db/conf/evoW/evoappl2015.html EvoApplications 2015]
* [[Wojciech Jaśkowski]], [[Marcin Szubert]] ('''2016'''). ''[https://ieeexplore.ieee.org/document/7180338 Coevolutionary CMA-ES for Knowledge-Free Learning of Game Position Evaluation]''. [[IEEE#TOCIAIGAMES|IEEE Transactions on Computational Intelligence and AI in Games]], Vol. 8, No. 4 <ref>[https://en.wikipedia.org/wiki/CMA-ES CMA-ES from Wikipedia]</ref>
* [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Marcin Szubert]], [[Krzysztof Krawiec]] ('''2016'''). ''[https://content.sciendo.com/view/journals/amcs/26/1/article-p215.xml The performance profile: A multi–criteria performance evaluation method for test–based problems]''. [https://en.wikipedia.org/wiki/International_Journal_of_Applied_Mathematics_and_Computer_Science International Journal of Applied Mathematics and Computer Science], Vol. 26, No. 1
=External Links=
* [https://mszubert.github.io/ Marcin Szubert]
* [http://www.cs.put.poznan.pl/mszubert/ Marcin Szubert - Home Page]
* [http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048] by [[Marcin Szubert]]
* [https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en Marcin Szubert - Google Scholar Citations]
* [https://github.com/mszubert Marcin Szubert · GitHub]
=References=
<references />
'''[[People|Up one level]]'''
[[Category:Researcher|Szubert]]
[[FILE:MarcinSzubert.jpg|border|right|thumb|link=https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en| Marcin Szubert <ref>[https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en Marcin Szubert - Google Scholar Citations]</ref> ]]
'''Marcin Grzegorz Szubert''',<br/>
a Polish computer scientist and postdoc at [https://en.wikipedia.org/wiki/University_of_Vermont University of Vermont], previously assistant professor at the Institute of Computing Science,
[https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], where he defended his Ph.D. thesis in 2014 on the concept of [https://en.wikipedia.org/wiki/Shaping_%28psychology%29 shaping] in [[Reinforcement Learning|reinforcement learning]] experimentally verified in nontrivial sequential decision making domains,
including the board games of [[Othello]] and small board [[Go]]
<ref>[[Marcin Szubert]] ('''2014'''). ''Coevolutionary Shaping for Reinforcement Learning''. Ph.D. thesis, [https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], supervisor [[Krzysztof Krawiec]], co-supervisor [[Wojciech Jaśkowski]], [http://www.cs.put.poznan.pl/mszubert/pub/phdthesis.pdf pdf]</ref>.
His further research interests include [[Artificial Intelligence|computational intelligence]], [[Genetic Programming#EvolutionaryComputation|evolutionary computation]], [https://en.wikipedia.org/wiki/Coevolution#Algorithms coevolutionary algorithms] and the [https://en.wikipedia.org/wiki/2048_%28video_game%29 puzzle game 2048]
<ref>[http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048] by [[Marcin Szubert]]</ref>
=Selected Publications=
<ref>[https://dblp.uni-trier.de/pers/hd/s/Szubert:Marcin_Grzegorz.html dblp: Marcin Grzegorz Szubert]</ref>
==2009==
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Krzysztof Krawiec]] ('''2009'''). ''Coevolutionary Temporal Difference Learning for Othello''. [[IEEE#CIG|IEEE Symposium on Computational Intelligence and Games]], [http://www.cs.put.poznan.pl/wjaskowski/pub/papers/szubert09coevolutionary.pdf pdf]
* [[Marcin Szubert]] ('''2009'''). ''Coevolutionary Reinforcement Learning and its Application to Othello''. M.Sc. thesis, [https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], supervisor [[Krzysztof Krawiec]], [https://mszubert.github.io/papers/Szubert_2009_MSC.pdf pdf]
==2010 ...==
* [[Krzysztof Krawiec]], [[Marcin Szubert]] ('''2010'''). ''[https://ieeexplore.ieee.org/document/5586054?arnumber=5586054 Coevolutionary Temporal Difference Learning for small-board Go]''. [[IEEE#EC|IEEE Congress on Evolutionary Computation]]
* [[Krzysztof Krawiec]], [[Marcin Szubert]] ('''2011'''). ''Learning N-Tuple Networks for Othello by Coevolutionary Gradient Search''. [https://dblp.uni-trier.de/db/conf/gecco/gecco2011.html GECCO 2011], [http://www.cs.put.poznan.pl/mszubert/pub/krawiec2011gecco.pdf pdf]
* [[Krzysztof Krawiec]], [[Wojciech Jaśkowski]], [[Marcin Szubert]] ('''2011'''). ''[https://content.sciendo.com/view/journals/amcs/21/4/article-p717.xml Evolving small-board Go players using Coevolutionary Temporal Difference Learning with Archives]''. [https://en.wikipedia.org/wiki/International_Journal_of_Applied_Mathematics_and_Computer_Science International Journal of Applied Mathematics and Computer Science], Vol. 21, No. 4 » [[Go]]
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Krzysztof Krawiec]] ('''2011'''). ''Learning Board Evaluation Function for Othello by Hybridizing Coevolution with Temporal Difference Learning''. [http://control.ibspan.waw.pl:3000/mainpage Control and Cybernetics], Vol. 40, No. 3, [http://www.cs.put.poznan.pl/wjaskowski/pub/papers/szubert2011learning.pdf pdf]
* [[Marcin Szubert]], [[Krzysztof Krawiec]] ('''2012'''). ''[https://link.springer.com/chapter/10.1007/978-3-642-32964-7_22 Autonomous Shaping via Coevolutionary Selection of Training Experience]''. [https://dblp.uni-trier.de/db/conf/ppsn/ppsn2012-2.html 12. PPSN]
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Krzysztof Krawiec]] ('''2013'''). ''[https://www.academia.edu/4601823/On_Scalability_Generalization_and_Hybridization_of_Coevolutionary_Learning_A_Case_Study_for_Othello On Scalability, Generalization, and Hybridization of Coevolutionary Learning: a Case Study for Othello]''. [[IEEE#TOCIAIGAMES|IEEE Transactions on Computational Intelligence and AI in Games]], Vol. 5, No. 3
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Krzysztof Krawiec]] ('''2013'''). ''Shaping Fitness Function for Evolutionary Learning of Game Strategies''. [https://dblp.uni-trier.de/db/conf/gecco/gecco2013.html GECCO 2013], [http://www.cs.put.poznan.pl/wjaskowski/pub/papers/szubert2013shaping.pdf pdf]
* [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Marcin Szubert]], [[Krzysztof Krawiec]] ('''2013'''). ''Improving Coevolution by Random Sampling''. [https://dblp.uni-trier.de/db/conf/gecco/gecco2013.html GECCO 2013], [http://www.cs.put.poznan.pl/mszubert/pub/jaskowski2013gecco.pdf pdf]
* [[Wojciech Jaśkowski]], [[Marcin Szubert]], [[Paweł Liskowski]] ('''2014'''). ''Multi-Criteria Comparison of Coevolution and Temporal Difference Learning on Othello''. [https://dblp.uni-trier.de/db/conf/evoW/evoappl2014.html EvoApplications 2014], [https://www.springer.com/gp/book/9783662455227 Applications of Evolutionary Computation]
* [[Marcin Szubert]], [[Wojciech Jaśkowski]] ('''2014'''). ''[http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048]''. [[IEEE#CIG|IEEE Conference on Computational Intelligence and Games]], [http://www.cs.put.poznan.pl/mszubert/pub/szubert2014cig.pdf pdf] <ref>[https://en.wikipedia.org/wiki/2048_%28video_game%29 2048 (video game) from Wikipedia]</ref>
* [[Marcin Szubert]] ('''2014'''). ''Coevolutionary Shaping for Reinforcement Learning''. Ph.D. thesis, [https://en.wikipedia.org/wiki/Pozna%C5%84_University_of_Technology Poznań University of Technology], supervisor [[Krzysztof Krawiec]], co-supervisor [[Wojciech Jaśkowski]], [http://www.cs.put.poznan.pl/mszubert/pub/phdthesis.pdf pdf], [https://mszubert.github.io/papers/Szubert_2014_PHD.pdf pdf]
==2015 ...==
* [[Marcin Szubert]], [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Krzysztof Krawiec]] ('''2015'''). ''[https://link.springer.com/chapter/10.1007/978-3-319-16549-3_32 The Role of Behavioral Diversity and Difficulty of Opponents in Coevolving Game-Playing Agents]''. [https://dblp.uni-trier.de/db/conf/evoW/evoappl2015.html EvoApplications 2015]
* [[Wojciech Jaśkowski]], [[Marcin Szubert]] ('''2016'''). ''[https://ieeexplore.ieee.org/document/7180338 Coevolutionary CMA-ES for Knowledge-Free Learning of Game Position Evaluation]''. [[IEEE#TOCIAIGAMES|IEEE Transactions on Computational Intelligence and AI in Games]], Vol. 8, No. 4 <ref>[https://en.wikipedia.org/wiki/CMA-ES CMA-ES from Wikipedia]</ref>
* [[Wojciech Jaśkowski]], [[Paweł Liskowski]], [[Marcin Szubert]], [[Krzysztof Krawiec]] ('''2016'''). ''[https://content.sciendo.com/view/journals/amcs/26/1/article-p215.xml The performance profile: A multi–criteria performance evaluation method for test–based problems]''. [https://en.wikipedia.org/wiki/International_Journal_of_Applied_Mathematics_and_Computer_Science International Journal of Applied Mathematics and Computer Science], Vol. 26, No. 1
=External Links=
* [https://mszubert.github.io/ Marcin Szubert]
* [http://www.cs.put.poznan.pl/mszubert/ Marcin Szubert - Home Page]
* [http://www.cs.put.poznan.pl/mszubert/projects/2048.html Temporal Difference Learning of N-Tuple Networks for the Game 2048] by [[Marcin Szubert]]
* [https://scholar.google.com/citations?user=5Zl30U0AAAAJ&hl=en Marcin Szubert - Google Scholar Citations]
* [https://github.com/mszubert Marcin Szubert · GitHub]
=References=
<references />
'''[[People|Up one level]]'''
[[Category:Researcher|Szubert]]
