Department of Data Science & Knowledge Engineering

  • Paul-Henri Spaaklaan1, PHS1

    6229 EN Maastricht

    Netherlands

Research Output

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2019

Big Data Analytics for Legal Fact Finding

Scholtes, J. & van den Herik, H. J., 1 Oct 2019, Recht en Technology, vraagstukken van de digitale revolutie. van den Berg, L., Geldermans, S., Heeres, A., Noort, N., van de Riet, J., Vonk, S. & Weijers, R. (eds.). 1ste druk ed. Leiden: Boom Juridisch, p. 47-62

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Technologies Facilitating Smart Pedagogy

Karkazis, P., Leligou, H. C., Trakadas, P., Vretos, N., Asteriadis, S., Daras, P. & Standen, P., 2019, Didactics of Smart Pedagogy. Springer, p. 433-451 19 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2018

Automated negotiation: An efficient approach to interaction among agents

Weiss, G. & Chen, S., 2018, Interactions in Multiagent Systems. World Scientific Publishing Company, p. 149-177

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Sequence Hypergraphs: Paths, Flows, and Cuts

Böhmová, K., Chalopin, J., Mihalák, M., Proietti, G. & Widmayer, P., 9 Aug 2018, Adventures Between Lower Bounds and Higher Altitudes. Böckenhauer, H. J., Komm, D. & Unger, W. (eds.). Springer, p. 191-215 (Lecture Notes in Computer Science, Vol. 11011).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2017

Data Science and Knowledge Engineering: From Knowledge Engineering to Knowledge Creation

Roos, N., 2017, Research-Based Learning: Case Studies from Maastricht University. Bastiaens, E., van Tilburg, J. & van Merriënboer, J. (eds.). Springer, p. 147-155 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapterProfessional

Enhancing Visual Clustering Using Adaptive Moving Self-Organizing Maps (AMSOM)

Spanakis, G. & Weiss, G., 2017, Agents and Artificial Intelligence. p. 189-211 (Lecture Notes in Computer Science, Vol. 10162).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Monte-Carlo Tree Search in Board Games

Winands, M. H. M., 2017, Handbook of Digital Games and Entertainment Technologies. Nakatsu, R., Rauterberg, M. & Ciancarini, P. (eds.). Springer, p. 47-76 Chapter 3

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Open Access

Negotiating with unknown opponents: Toward multi-lateral agreement in real-time domains

Chen, S., Hao, J., Zhou, S. & Weiss, G., 2017, Modern Approaches to Agent-based Complex Automated Negotiation. Fuijta, K. (ed.). Springer Verlag, p. 219-229 11 p. (Studies in Computational Intelligence, Vol. 674).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Starting research from real-life problems: collaboration with societal and industrial partners.

Zeiss, R. & Driessens, K., 2017, The UM Handbook for PBL & Research Skills.. Jansen, W., Sitzia, E., de Jong, N., Zeiss, R. & Hazen, H. (eds.). Maastricht: EDLAB, p. 20-31

Research output: Chapter in Book/Report/Conference proceedingChapterProfessional

Open Access

Truth Assessment of Objective Facts Extracted from Tweets: A Case Study on World Cup 2014 Game Facts

Janssen, B., Habib, M. & Keulen, M. V., 2017, Proceedings of the 13th International Conference on Web Information Systems and Technologies. p. 187-195

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2016

A controller for improving lateral stability in a dynamically stable gait

Sun, Z. & Roos, N., 2016, IFIP Advances in Information and Communication Technology. Springer Verlag, p. 371-383 13 p. (IFIP Advances in Information and Communication Technology, Vol. 475).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

A Game Theoretical Approach to Microbial Coexistence

Abrudan, M., You, L., Stanková, K. & Thuijsman, F., 2016, Advances in Dynamic and Evolutionary Games. Springer, p. 267-282 16 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Sequential halving for partially observable games

Pepels, T., Cazenave, T. & Winands, M. H. M., 2016, Computer Games. Springer, p. 16-29 14 p. (Communications in Computer and Information Science, Vol. 614).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Solving negotiation problems against unknown opponents with wisdom of crowds

Chen, S., Weiss, G. & Zhou, S., 2016, Advances in Artificial Intelligence. Springer Verlag, p. 126-133 (Lecture Notes in Computer Science, Vol. 9904).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

The Surakarta Bot Revealed

Winands, M. H. M., 12 May 2016, Computer Games. Springer, p. 71-82 Chapter 6. (Communications in Computer and Information Science, Vol. 614).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Using transfer learning to model unknown opponents in automated negotiations

Chen, S., Zhou, S., Weiss, G. & Tuyls, K., 2016, Recent advances in agent-based complex automated negotiation. Fukuta, N., Ito, T., Zhang, M., Fujita, K. & Robu, V. (eds.). Springer, p. 175-192 (Studies in Computational Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2015

An Introduction to the Verification of Hybrid Systems Using Ariadne

Bresolin, D., Geretti, L., Villa, T. & Collins, P., 2015, Coordination Control of Distributed Systems. Vol. 75. p. 339-346 8 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Bio-inspired multi-robot systems

Ranjbar-Sahraei, B., Tuyls, K., Caliskanelli, I., Broeker, B., Claes, D., Alers, S. & Weiss, G., 2015, Biomimetic technologies. Principles and applications.. Ngo, T. D. (ed.). Woodhead Publishing Ltd, p. 273-299 27 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Computing Reachable Sets of Differential Inclusions

Gonzalez, S. Z. & Collins, P., 2015, Coordination Control of Distributed Systems. Springer, p. 357-365 9 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Efficient Denoising Algorithms for Intelligent Recognition Systems

Priorov, A. L., Tumanov, K. I. & Volokhov, V. A., 2015, Computer Vision in Control Systems-2: Innovations in Practice. Springer, Vol. 75. p. 251-276 26 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Matching Terminological Heterogeneous Ontologies by Exploiting Partial Alignments

Schadd, F. C. & Roos, N., 19 Jul 2015, SEMAPRO 2015, The Ninth International Conference on Advances in Semantic Processing. p. 13-18 6 p. (SEMAPRO 2015, The Ninth International Conference on Advances in Semantic Processing).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Monte-Carlo Tree Search

Winands, M. H. M., 2015, Encyclopedia of Computer Graphics and Games. Lee, N. (ed.). Springer, p. 1-6 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Multi-source entity resolution for genealogical data

Efremova, J., Ranjbar-Sahraei, B., Rahmani, H., Oliehoek, F., Calders, T., Tuyls, K. & Weiss, G., 2015, Population reconstruction. Boothooft, G., Christen, P., Mandemakers, K. & Schraagen, M. (eds.). Springer Verlag, p. 129-154 26 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Stackelberg and inverse Stackelberg road pricing games

Stanková, K. & Boudewijn, A., 2015, Game Theoretic Analysis of Congestion, Safety and Security. Traffic and Transportation theory. Hausken, K. & Zhuang, J. (eds.). Springer, p. 191-209 19 p. (Series in Reliability Engineering).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

The platformer experience dataset

Karpouzis, K., Yannakakis, G. N., Shaker, N. & Asteriadis, S., 2 Dec 2015, 2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015. IEEE, p. 712-718 7 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2 Citations (Scopus)
2014

An argumentation system for reasoning with LPm

Qiao, W. & Roos, N., 2014, Frontiers in Artificial Intelligence and Applications. IOS Press, p. 753-758 6 p. (Frontiers in Artificial Intelligence and Applications, Vol. 263).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

An energy efficient dynamic gait for a Nao robot

Sun, Z. & Roos, N., 2014, 2014 IEEE International Conference on Autonomous Robot Systems and Competitions, ICARSC 2014. IEEE Computer Society, p. 267-272 6 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2 Citations (Scopus)

Improving Best-Reply Search

Esser, M., Gras, M., Winands, M. H. M., Schadd, M. P. D. & Lanctot, M., 12 Jul 2014, Computers and Games. Springer, p. 125-137 Chapter 11. (Lecture Notes in Computer Science, Vol. 8427).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Intra-seasonal Strategies Based on Energy Budgets in a Dynamic Predator-Prey Game

Stanková, K., Abate, A. & Sabelis, M. W., 2014, Annals of International Society of Dynamic Games. Vol. 13. p. 205-222 18 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Minimizing Simple and Cumulative Regret in Monte-Carlo Tree Search

Pepels, T., Cazenave, T., Winands, M. H. M. & Lanctot, M., 2014, Computer Games: Third Workshop on Computer Games, CGW 2014, Held in Conjunction with the 21st European Conference on Artificial Intelligence, ECAI 2014, Prague, Czech Republic, August 18, 2014, Revised Selected Papers. Springer, p. 1-15 15 p. (Communications in Computer and Information Science, Vol. 504).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

3 Citations (Scopus)

Monte-Carlo Tree Search and Minimax Hybrids with Heuristic Evaluation Functions

Baier, H. & Winands, M. H. M., 2014, Computer Games: Third Workshop on Computer Games, CGW 2014, Held in Conjunction with the 21st European Conference on Artificial Intelligence, ECAI 2014, Prague, Czech Republic, August 18, 2014, Revised Selected Papers. Springer, p. 45-63 19 p. (Communications in Computer and Information Science, Vol. 504).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

4 Citations (Scopus)

Monte Carlo Tree Search in Simultaneous Move Games with Applications to Goofspiel

Lanctot, M., Lisý, V. & Winands, M. H. M., 2014, Computer Games: Workshop on Computer Games, CGW 2013, Held in Conjunction with the 23rd International Conference on Artificial Intelligence, IJCAI 2013, Beijing, China, August 3, 2013, Revised Selected Papers. Springer, p. 28-43 16 p. (Communications in Computer and Information Science, Vol. 408).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

5 Citations (Scopus)

The semantics of behavior

Roos, N., 2014, Frontiers in Artificial Intelligence and Applications. IOS Press, p. 771-776 6 p. (Frontiers in Artificial Intelligence and Applications, Vol. 263).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Uncertainty Handling in Named Entity Extraction and Disambiguation for Informal Text

Keulen, M. V. & Habib, M. B., 1 Nov 2014, Uncertainty Reasoning for the Semantic Web III. Berlin: Springer Verlag, Vol. 8816. p. 309-328 20 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2013

StaCo: Stackelberg-based Coverage Approach in Robotic Swarms

Stankova, K., Ranjbar-Sahraei, B., Weiss, G. & Tuyls, K., 2013, ADAPTIVE 2013, The Fifth International Conference on Adaptive and Self-Adaptive Systems and Applications. p. 71-76 6 p. (ADAPTIVE 2013, The Fifth International Conference on Adaptive and Self-Adaptive Systems and Applications).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Toponym Extraction and Disambiguation Enhancement Using Loops of Feedback

Habib, M. B. & Keulen, M. V., 2013, Knowledge Discovery, Knowledge Engineering and Knowledge Management. Fred, A., Dietz, J. G., Liu, K. & Filipe, J. (eds.). Springer, Vol. 415. p. 113-129 17 p. (Communications in Computer and Information Science).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2012

Playout search for Monte-Carlo tree search in multi-player games

Nijssen, J. A. M. & Winands, M. H. M., 2012, Advances in Computer Games. Springer, p. 72-83 12 p. (Lecture Notes in Computer Science, Vol. 7168).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

3 Citations (Scopus)

Time management for Monte-Carlo tree search in Go

Baier, H. & Winands, M. H. M., 2012, Advances in Computer Games. p. 39-51 13 p. (Lecture Notes in Computer Science, Vol. 7168 ).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2 Citations (Scopus)
2011

Enhancements for Multi-Player Monte-Carlo Tree Search

Nijssen, J. A. M. & Winands, M. H. M., 2011, Computers and Games: 7th International Conference, CG 2010, Kanazawa, Japan, September 24-26, 2010, Revised Selected Papers. van den Herik, H. J., Iida, H. & Plaat, A. (eds.). Berlin, Heidelberg: Springer, p. 238-249 12 p. (Lecture Notes in Computer Science, Vol. 6515).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

14 Citations (Scopus)

Evaluation-Function Based Proof-Number Search

Winands, M. H. M. & Schadd, M. P. D., 2011, Computers and Games: 7th International Conference, CG 2010, Kanazawa, Japan, September 24-26, 2010, Revised Selected Papers. van den Herik, H. J., Iida, H. & Plaat, A. (eds.). Berlin, Heidelberg: Springer, p. 23-35 13 p. (Lecture Notes in Computer Science, Vol. 6515).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

1 Citation (Scopus)
2010

Automated Discovery of Search-Extension Features

Skowronski, P., Björnsson, Y. & Winands, M. H. M., 2010, Advances in Computer Games: 12th International Conference, ACG 2009, Pamplona Spain, May 11-13, 2009. Revised Papers. van den Herik, H. J. & Spronck, P. (eds.). Berlin, Heidelberg: Springer, p. 182-194 13 p. (Lecture Notes in Computer Science, Vol. 6048).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

3 Citations (Scopus)

Evaluation Function Based Monte-Carlo LOA

Winands, M. H. M. & Björnsson, Y., 2010, Advances in Computer Games: 12th International Conference, ACG 2009, Pamplona Spain, May 11-13, 2009. Revised Papers. van den Herik, H. J. & Spronck, P. (eds.). Berlin, Heidelberg: Springer, p. 33-44 12 p. (Lecture Notes in Computer Science, Vol. 6048).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

21 Citations (Scopus)

Learning with Whom to Communicate Using Relational Reinforcement Learning

Ponsen, M. J. V., Croonenborghs, T., Tuyls, K., Ramon, J., Driessens, K., Herik, H. J. V. D. & Postma, E. O., 2010, Interactive Collaborative Information Systems. Babuska, R. & Groen, F. C. A. (eds.). Springer, p. 45-63 19 p. (Studies in Computational Intelligence).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

1 Citation (Scopus)

Randomized Parallel Proof-Number Search

Saito, J-T., Winands, M. H. M. & van den Herik, H. J., 2010, Advances in Computer Games. Springer, p. 75-87 Chapter 8. (Lecture Notes in Computer Science, Vol. 6048).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

17 Citations (Scopus)
2009

Existence of Nash networks in the one-way flow model of network formation

Derks, J., Kuipers, J., Tennekes, M. & Thuijsman, F., 2009, Modeling, Computation and Optimization, Eds S.K. Neogy, A.K. Das, R.B. Bapat,. World Scientific Publishing Company, p. 9-20 12 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

2008

Auction analysis by normal form game approximation

Kaisers, M., Tuyls, K., Thuijsman, F. & Parsons, S., 2008, Proceedings - 2008 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, IAT 2008. p. 447-450 4 p. (Proceedings - 2008 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, IAT 2008).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

Monte-Carlo tree search solver

Winands, M. H. M., Björnsson, Y. & Saito, J. T., 2008, Computers and Games. Springer, p. 25-36 12 p. (Lecture Notes in Computer Science, Vol. 5131).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

41 Citations (Scopus)

Parallel Monte-Carlo tree search

Chaslot, G. M. J. B., Winands, M. H. M. & van den Herik, H. J., 2008, Computers and Games. Springer, p. 60-71 12 p. (Lecture Notes in Computer Science, Vol. 5131).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

63 Citations (Scopus)

Proof-Number Search and Its Variants

van den Herik, H. J. & Winands, M. H. M., 2008, Oppositional Concepts in Computational Intelligence. Springer, p. 91-118 Chapter 6. (Studies in Computational Intelligence, Vol. 155).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

9 Citations (Scopus)

Single-Player Monte-Carlo Tree Search

Schadd, M. P. D., Winands, M. H. M., van den Herik, H. J., Chaslot, G. M. J. -B. & Uiterwijk, J. W. H. M., 2008, Computers and Games: 6th International Conference, CG 2008, Beijing, China, September 29 - October 1, 2008. Proceedings. Berlin, Heidelberg: Springer, p. 1-12 12 p. (Lecture Notes in Computer Science, Vol. 5131).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

28 Citations (Scopus)