Aske Plaat
Hoogleraar Data science
- Naam
- Prof.dr. A. Plaat
- Telefoon
- +31 71 527 7065
- a.plaat@liacs.leidenuniv.nl
- ORCID iD
- 0000-0001-7202-3322
Prof.dr. Aske Plaat is hoogleraar Data Science bij Universiteit Leiden. Hij is mede-oprichter van het Leiden Centre of Data Science (LCDS) en startte het interdisciplinaire onderzoeksprogramma Society, Artificial Intelligence and Life Sciences (SAILS). Van 2016 tot 2023 was hij wetenschappelijk directeur van het Leiden Institute of Advanced Computer Science (LIACS). De onderzoeksinteresses van Plaat omvatten: reinforcement learning, scalable combinatorial reasoning algorithms, games en self-learning systems.
Meer informatie over Aske Plaat
Promovendi
Nieuws
-
Marcello Bonsangue nieuwe WD van LIACS -
Wat kunnen we van AI verwachten? -
‘Wetenschap gaat beter als je divers bent’ -
Twee nieuwe opleidingsdirecteuren voor LIACS -
Quantum Leiden brengt quantum-toekomst dichterbij -
Bezoek Kamerleden in teken van interdisciplinair onderzoek en samenwerking -
De toekomst van kunstmatige intelligentie -
BNAIC/Benelearn conferentie groot succes -
Universiteit investeert extra in baanbrekend onderzoek -
Dies natalis: 'Samenwerking kan alleen vanuit stevige disciplines' -
‘Overheid en universiteit moeten leiding pakken in tegengaan cybercrime’ -
Archeologie dankzij computergebaseerd onderzoek -
Aske Plaat over Pluribus: ‘Dit is een mijlpaal in de kunstmatige intelligentie’ -
Zelflerende machines voor beter begrip van heelal -
Gratis symposium onthult verrassende toepassingen van AI
-
Aske Plaat in Trouw over zelfdenkende computers -
Aske Plaat en Catholijn Jonker bij BNR De Nieuwe Wereld -
Aske Plaat in NRC over het succes van computerprogramma AlphaZero -
'Data science kent geen grenzen' -
Forse uitbreiding Leidse quantumcomputing -
Quantumsoftware ontwikkelen dankzij subsidie van 18,8 miljoen -
Nederlands kleinste supercomputer -
Nationaal Plan Open Science gepresenteerd
-
Onverwachte data zijn goed voor je business -
Slim speuren in bergen gegevens -
Aske Plaat in Nieuwsuur -
Universiteit Leiden en ICTU doen samen onderzoek naar softwareontwikkeling -
Waarom fundamentele wetenschap ertoe doet -
Universiteit Leiden partner in onderzoek naar handschrift- en beeldherkenning -
Interview met hoogleraar Data Science Aske Plaat over het belang van data science -
Minder kans op virusuitbraken dankzij data science
Oud-promovendi
Voor meer informatie ga naar de Engelstalige website.
Hoogleraar Data science
- Wiskunde en Natuurwetenschappen
- Leiden Inst of Advanced Computer Science
- Huisman M., Plaat A. & Rijn J.N. van (2024), Subspace adaptation prior for few-shot learning, Machine Learning 113: 725–752.
- Meer M.T. van der, Liscio E., Jonker C.M., Plaat A., Vossen P.T.J.M. & Murukannaiah P.K. (2024), A hybrid intelligence method for argument mining, Journal of Artificial Intelligence Research 80: 1187-1222.
- Huisman M., Moerland T.M., Plaat A. & Rijn J.N. van (2023), Are LSTMs good few-shot learners?, Machine Learning 112: 4635–4662.
- Plaat A., Kosters W.A. & Preuss M. (2023), High-accuracy model-based reinforcement learning, a survey, Artificial Intelligence Review 56: 9541-9573.
- Moerland T.M., Broekens D.J., Plaat A. & Jonker C.M. (2023), Model-based reinforcement learning: a survey, Foundations and Trends in Machine Learning 16(1): 1-118.
- Wong A.S.W., Bäck T.H.W., Kononova A.V. & Plaat A. (2023), Deep multiagent reinforcement learning: challenges and directions, Artificial Intelligence Review 56: 5023-5056.
- Wang H., Emmerich M.T.M., Preuss M. & Plaat A. (2023), Analysis of hyper-parameters for AlphaZero-like deep reinforcement learning, International Journal of Information Technology and Decision Making 22(2): 829-853.
- Huisman M., Plaat A & Rijn J.N. van (2022), Stateless neural meta-learning using second-order gradients, Machine Learning 111: 3227–3244.
- Yang Z., Preuss M. & Plaat A. (2022), Transfer learning and curriculum learning in Sokoban. Leiva L.A., PUrski C., Markovich R., Najjar A. & Schommer C. (red.), Artificial Intelligence and Machine Learning. BNAIC/Benelearn 2021.. Artificial Intelligence and Machine Learning - 33rd Benelux Conference on Artificial Intelligence, BNAIC/Benelearn 2021 10 november 2021 - 12 november 2021 nr. 1530. Cham: Springer. 187-200.
- Gómez-Maureira M.A. (2022), Academic games: mapping the use of video games in research contexts [Academic Games - Mapping the Use of Video Games in Research Contexts] (vertaling Gómez Maureira M.A., Duin M. van, Rieffe C.J. & Plaat A.). Karpouzis K. & Gualeni S. (red.), FDG22: 17th international conference on the foundations of digital games. 17th International Conference on the Foundations of Digital Games 5 september 2022 - 9 september 2022: ACM.
- Moerland T.M., Broekens D.J., Plaat A. & Jonker C.M. (2022), A unifying framework for reinforcement learning and planning, Frontiers in Artificial Intelligence 5: 908353.
- Wang H., Preuss M., Emmerich M.T.M. & Plaat A. (2021), Tackling Morpion Solitaire with AlphaZero-like Ranked Reward Reinforcement Learning, 2020 22nd International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC). 2nd International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC) 1 september 2020 - 4 september 2020: IEEE. 149-152.
- Wang H., Preuss M. & Plaat A. (2021), Adaptive warm-start MCTS in AlphaZero-like deep reinforcement learning. Pham D.N., Theeramunkong T., Governatori G. & Liu F. (red.), PRICAI 2021: Trends in artificial intelligence. Pacific Rim International Conference on Artificial Intelligence 2021 8 november 2021 - 12 november 2021 nr. LNCS-13033. Cham: Springer. 60-71.
- Müller-Brockhausen M.F.T., Preuss M. & Plaat A. (2021), A new challenge: approaching Tetris Link with AI, 2021 IEEE Conference on games (CoG). IEEE Conference on Games 17 augustus 2021 - 20 augustus 2021. Copenhagen: IEEE.
- Müller-Brockhausen M.F.T., Preuss M. & Plaat A. (2021), Procedural content generation: better benchmarks for transfer reinforcement learning, 2021 IEEE Conference on games (CoG). IEEE Conference on Games 17 augustus 2021 - 20 augustus 2021. Copenhagen: IEEE.
- Stork L., Weber A., Herik H.J. van den, Plaat A., Verbeek F.J. & Wolstencroft K.J. (2021), Large-scale zero-shot learning in the wild: classifying zoological illustrations, Ecological Informatics 62: 101222.
- Huisman M., Rijn J.N. van & Plaat A. (2021), A preliminary study on the feature representations of transfer learning and gradient-based meta-learning techniques, Fifth Workshop on Meta-Learning at the Conference on Neural Information Processing Systems. Fifth Workshop on Meta-Learning 13 december 2021 - 13 december 2021.
- Huisman M., Rijn J.N. van & Plaat A. (2021), A survey of deep meta-learning, Artificial Intelligence Review 54(6): 4483-4541.
- Wang H., Emmerich M.T.M., Preuss M. & Plaat A. (2020), Alternative loss functions in AlphaZero-like self-play, 2019 IEEE Symposium Series on Computational Intelligence (SSCI). 2019 IEEE Symposium Series on Computational Intelligence (SSCI) 6 december 2019 - 9 december 2019: IEEE. 155-162.
- Emmerich M.T.M., Nibbeling J., Kefalas M. & Plaat A. (2020), Multiple Node Immunisation for Preventing Epidemics on Networks by Exact Multiobjective Optimisation of Cost and Shield-Value nr. 2010.06488. NY: Cornell University.
- Wang H., Preuss M. & Plaat A. (2020), Warm-start AlphaZero self-play search enhancements. Bäck T.W., Preuss M., Deutz A., Wang H., Doerr C., Emmerich M.T.M. & Trautmann H. (red.), Parallel Problem Solving from Nature – PPSN XVI. PPSN 2020. PPSN 2020 (16th International Conference on Parallel Problem Solving from Nature) 5 september 2020 - 9 september 2020 nr. Lecture Notes in Computer Science, vol. 12270. Cham: Springer. 528-542.
- Yarkoni S., Wang H., Plaat A. & Bäck T.H.W. (2019), Boosting Quantum Annealing Performance Using Evolution Strategies for Annealing Offsets Tuning. Feld S. & Linnhoff-Popien C. (red.), Quantum Technology and Optimization Problems. QTOP 2019 18 maart 2019 - 21 maart 2019 nr. LNCS 11413. Cham: Springer International Publishing. 157-168.
- Wang H., Bäck T.H.W., Plaat A., Emmerich M.T.M. & Preuss M. (2019), On the potential of evolution strategies for neural network weight optimization. Lopez-Ibanez M., Auger A. & Stützle T. (red.), Proceedings of the Genetic and Evolutionary Computation Conference Companion. GECCO 2019 13 juli 2019 - 17 juli 2019: ACM. 191-192.
- Wang H., Emmerich M.T.M. & Plaat A. (2019), Assessing the Potential of Classical Q-learning in General Game Playing. Atzmueller M. & Duivesteijn W. (red.), Artificial Intelligence. 30th Benelux Conference on Artificial Intelligence (BNAIC) 8 november 2018 - 9 november 2018 nr. volume 1021. Cham: Springer. 138-150.
- Gómez Maureira M.A., Kniestedt I., Duijn M.J. van, Rieffe C. & Plaat A. (2019), Shinobi Valley: Studying curiosity for virtual spatial exploration through a video game. Arnedo J. & Nacke L.E. (red.), CHI PLAY '19 Extended Abstracts: Extended Abstracts of the Annual Symposium on Computer-Human Interaction in Play Companion Extended Abstracts. CHI Play'19. Annual Symposium on Computer-Human Interaction 22 oktober 2019 - 25 oktober 2019: Association for Computing Machinery. 421–428.
- Fuchs C., Murillo Mejias N.M., Plaat A., Kouwe E. van der & Stefanov T.P. (2019), Fault-Tolerant Nanosatellite Computing on a Budget, Proceedings of the International Conference on Radiation Effects on Components and Systems (RADECS'18)". Conference on Radiation Effects on Components and Systems (RADECS) 16 september 2018 - 21 september 2018.
- Stork L., Weber A., Gassó Miracle E., Verbeek F.J., Plaat A., Herik H.J. van den & Wolstencroft K.J. (2019), Semantic annotation of natural history collections, Journal of Web Semantics 59: 100462.
- Offerman T.D., Stettina C.J. & Plaat A. (2018), Business capabilities: a systematic literature review and a research agenda. Jardim-Goncalves R., Mendonca J.P., Pallot M., Zarli A., Martins J. & Margues M. (red.), 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC): Conference Proceedings 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC). 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC) 27 juni 2017 - 29 juni 2017: IEEE. 383-393.
- Fuchs C., Murillo Mejias N.M., Plaat A., Kouwe E. van der & Stefanov T.P. (2018), Dynamic Fault Tolerance Through Resource Pooling. Arslan T. & Merodio Codinachs D. (red.), 2018 NASA/ESA Conference on Adaptive Hardware and Systems (AHS). 2018 NASA/ESA Conference on Adaptive Hardware and Systems 6 augustus 2018 - 9 augustus 2018: IEEE. 9-16.
- Stork L., Weber A., Herik H.J. van den, Plaat A., Verbeek F.J. & Wolstencroft K.J. (2018), From handwritten manuscripts to linked data. Méndez E., Crestani F., Ribeiro C., David G. & Lopes J. (red.), Digital libraries for open knowledge. International Conference on Theory and Practice of Digital Libraries (TPLD) 2018 10 september 2018 - 13 september 2018. Lecture Notes in Computer Science nr. 11057. Cham: Springer. 330-334.
- Wang H., Emmerich M.T.M. & Plaat A. (2018), Assessing the Potential of Classical Q-learning in General Game Playing.
- Wang H., Emmerich M.T.M. & Plaat A. (2018), Monte Carlo Q-learning for General Game Playing.
- Yarkoni S., Plaat A. & Bäck T.H.W. (2018), First results solving arbitrarily structured Maximum Independent Set problems using quantum annealing, 2018 IEEE Congress on Evolutionary Computation (CEC). 2018 IEEE Congress on Evolutionary Computation (CEC) 8 juli 2018 - 13 juli 2018: IEEE. 1-6.
- Boven B. van, Putten P.H.W. van der, Åström A., Khalafi H. & Plaat A. (2018), Real-Time Excavation Detection at Construction Sites using Deep Learning. Duivesteijn W., Siebes A. & Ukkonen A. (red.), Advances in Intelligent Data Analysis XVII 17th International Symposium, IDA 2018, ’s-Hertogenbosch, The Netherlands, October 24–26, 2018, Proceedings. International Symposium on Intelligent Data Analysis IDA 2018 24 oktober 2018 - 26 oktober 2018 nr. Lecture Notes in Computer Science, volume 11191. Cham: Springer International Publishing. 340-352.
- Mirsoleimani S.A., Herik H.J. van den, Plaat A. & Vermaseren J. (2018), Pipeline Pattern for Parallel MCTS. Rocha A.P. & Herik H.J. van den (red.), Proceedings of the 10th International Conference on Agents and Artificial Intelligence - (Volume 2). ICAART 2018 : 10th International Conference on Agents and Artificial Intelligence 16 januari 2018 - 18 januari 2018: SciTePress. 614-621.
- Mirsoleimani S.A., Herik H.J. van den, Plaat A. & Vermaseren J. (2018), A Lock-free Algorithm for Parallel MCTS. Rocha A.P. & Herik H.J. van den (red.), Proceedings of the 10th International Conference on Agents and Artificial Intelligence - (Volume 2). ICAART 2018 : 10th International Conference on Agents and Artificial Intelligence 16 januari 2018 - 18 januari 2018: SciTePress. 589-598.
- Mechev A., Oonk R., Shimwell T., Plaat A., Intema H. & Rottgering H. (2018), Fast and Reproducible LOFAR Workflows with AGLOW, 2018 IEEE 14th International Conference on e-Science (e-Science). 2018 IEEE 14th International Conference on e-Science (e-Science) 29 oktober 2018 - 1 november 2018: IEEE. 136-144.
- Fuchs C., Murillo N.M., Plaat A., Kouwe E. van der & Wang P. (2018), Towards Affordable Fault-Tolerant Nanosatellite Computing with Commodity Hardware, 2018 IEEE 27th Asian Test Symposium (ATS). 27th IEEE Asian Test Symposium, ATS 2018 15 oktober 2018 - 18 oktober 2018: IEEE. 127-132.
- Mirsoleimani S.A., Plaat A., Herik H.J. van den & Vermaseren J. (2017), An Analysis of Virtual Loss in Parallel MCTS. Herik H.J. van den, Rocha A.P. & Filipe J. (red.), Proceedings of the 9th International Conference on Agents and Artificial Intelligence, Volume 2. ICAART 2017: 9th International Conference on Agents and Artificial Intelligence. 24 februari 2017 - 26 februari 2017: SCITEPRESS – Science and Technology Publications, Lda.. 648-652.
- Aa C.P.D.M. van der, Pollmann M.M.H., Plaat A. & Gaag R.J. van der (2016), Computer-mediated communication in adults with high-functioning Autism Spectrum Disorders and Controls, Research in Autism Spectrum Disorders 2016(23): 15-27.
- Mirsoleimani A., Plaat A., Herik H.J. van den & Vermaseren J. (2016), Ensemble UCT Needs High Exploitation. In: Herik H.J. van den & Filipse J. (red.), Proccedings of the 8th International Conference on Agents and Articicial Intelligence (ICAART 2016). International Conference on Agents and Artificial Intelligence (ICAART) nr. 2. Rome, Italy: Scite Press, Science and Technology Publications, Lda.. 370-376.
- Kuindersma E., Pal J. van der, Herik H.J. van den & Plaat A. (2016), Comparing Voluntary and Mandatory Gameplay, International Journal of Serious Games 3(3): 67-83.
- Plaat A., Kosters W.A. & Herik H.J. van den (2016), Proceedings of the 9th International Conference on Computers and Games (CG2016). Lecture Notes in Computer Science nr. 100068. Cham: Springer Verlag.
- Schomaker L., Weber A., Thijssen M., Heerlien M., Plaat A., Nijssen S.G.R., Verbeek F.J., Lew M.S.K., Gasso Micacle E., Wolstencroft K., Suyver E., Verheij B., Wiering M., Dekker M., Kok J., Roberts L. & Herik H.J. van den (2016), Making Sense of Illustrated Handwritten Archives, Digital Humanities 2016 Conference Abstracts. Digital Humanities 2016 11 juli 2016 - 16 juli 2016. Krakow: Jagiellonian University and Pedagogical University. 674-676.
- Kelle E., Plaat A., Wijst P. & Visser J. (2015), An Empirical Study into Social Success Factors for Agile Software Development, Proceedings BENEVOL 2014. .
- Ishitobi T., Plaat A., Lida H. & Herik H.J. van den (2015), Reducing the Seesaw Effect with Deep Proof-Number Search. Plaat A., Herik J. van den & Kosters W. (red.), Advances in Computer Games. ACG 2015. 14th International Conference Advances in Computer Games 2015 1 juli 2015 - 3 juli 2015 nr. LNCS 9525. Cham: Springer. 185-187.
- Toubman A., Roessingh J.J., Spronck P., Plaat A. & Herik H.J. van den (2015), Transfer Learning of Air Combat Behavior, 2015 IEEE 14th International Conference on Machine Learning and Applications (ICMLA). 14th IEEE International Conference on Machine Learning and Applications ICMLA2015 9 december 2015 - 11 december 2015: IEEE. 226-231.
- Mirsoleimani S.A., Plaat A., Herik H.J. van den & Vermaseren J. (2015), Parallel Monte Carlo Tree Search from Multi-core to Many-core Processors, 2015 IEEE Trustcom/BigDataSE/ISPA. 13th IEEE International Symposium on Parallel and Distributed Processing with Applications (IEEE ISPA-15) 20 augustus 2015 - 22 augustus 2015: IEEE. 77-83.
- Kuindersma E., Pal J. van der, Herik H.J. van den & Plaat A. (2015), Voluntary Play in Serious Games. Gloria A. de & Veltkamp R. (red.), Games and Learning Alliance. GALA 2015. 2015 Annual GALA Language of Business conference 22 maart 2015 - 25 maart 2015 nr. LNCS 9599. Cham: Springer. 131-140.
- Toubman A., Roessingh J.J., Spronck P., Plaat A. & Herik H.J. van den (2015), Rewarding Air Combat Behavior in Training Simulations, 2015 IEEE International Conference on Systems, Man, and Cybernetics. IEEE International Conference on Systems, Man, and Cybernetics 2015 9 oktober 2015 - 12 oktober 2015: IEEE. 1397-1402.
- Mirsoleimani A., Plaat A., Herik H.J. van den & Vermaseren J. (2015), Scaling Monte Carlo Tree Search on Intel Xeon Phi, Proceedings of 21st IEEE International Conference on Parallel and Distributed Systems (ICPADS 2015). 21st IEEE International Conference on Parallel and Distributed Systems (ICPADS 2015) 14 december 2015 - 17 december 2015: IEEE.
- Plaat A., Herik H.J. van den & Kosters W.A. (red.) (2015), Proceedings of the 14th Advances in Computer Games Conference ACG2015 nr. 9525: Springer.
- Toubman A., Roessingh J.J., Spronck P., Plaat A. & Herik H.J. van den (2015), Rewarding Air Combat Behavior in Training Simulations [Extended Abstract], Proceedings BNAIC 2015. The 27th Benelux Conference on Artificial Intelligence (BNAIC 2015) 5 november 2015 - 6 november 2015.
- Tekofsky S., Spronck P., Goudbeek M., Plaat A. & Herik H.J. van den (2015), Past Our Prime: A Study of Age & Play Style Development in Battlefield 3, IEEE Transactions on Computational Intelligence and AI in Games 7(3): 292-303.
- Mirsoleimani A, Plaat A, Vermaseren J & Herik H.J. van den (2014), Performance analysis of a 240 thread tournament level MCTS Go program on the Intel Xeon Phi, Proceedings European Simulation and Modelling Conference (ESM 2014). .
- Boer L., Plaat A. & Herik H.J. van den (2014), User-centered Design and a Single European Sky, Proceedings 28th European Simulation and Modelling Conference – ESM’2014. .
- Absalom R., Hartmann D., Luczak-Rösch M. & Plaat A. (2014), Crowd-Sourcing Fuzzy and Faceted Classification for Concept Search, Proceedings Collective Intelligence 2014. .
- Jonker C., Broekens J. & Plaat A. (2014), Virtual Reflexes, Proceedings 14th International Conference on Intelligent Virtual Agents. 222-231.
- Ruijl B., Vermaseren J., Plaat A. & Herik H.J. van den (2014), HEPGAME and the Simplification of Expressions, Proceedings 11th International Workshop on Boolean Problems. .
- Maggiore G., Santos C. & Plaat A. (2014), Smarter smartphones: understanding and predicting user habits from GPS sensor data, Proceedings 9th International Conference on Future Networks and Communications (MobiSPC-2104). .
- Herik H.J. van den, Iida H. & Plaat A. (red.) (2014), Proceedings 8th International Conference on Computers and Games (CG2013) nr. 8427: Springer LNCS.
- Ruijl B., Plaat A., Vermaseren J. & Herik H.J. van den (2014), Why Local Search Excels in Expression Simplification.
- Herik H.J. van den, Plaat A., Levy D. & Dimov D. (2014), Plagiarism in Game Programming Competitions, Entertainment Computing 5(3): 173-187.