Publications

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Classified by Research Category

• Multiagent Systems - (Approximate) Planning under Uncertainty • Multiagent Systems - (Reinforcement) Learning • Multiagent Systems - Decentralized POMDPs • Multiagent Systems - Factored Dec-POMDPs • Multiagent Systems - Delayed Communication • Multiagent Systems - Influence-Based Abstraction • Multiagent Systems - One-shot Decision Making • Multiagent Systems - Multiobjective • Planning under Uncertainty - POMDPs • Game theory and poker • Other •

Multiagent Systems - (Approximate) Planning under Uncertainty

• Daniel Claes, Philipp Robbel, Frans A. Oliehoek, Daniel Hennes, and Karl Tuyls . Effective Approximations for Spatial Task Allocation Problems. In Proceedings of the 25th Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2013), 2013. (To appear.)
  Details     Download: pdf [363.4kB]  
• Frans A. Oliehoek. Value-Based Planning for Teams of Agents in Stochastic Partially Observable Environments. Ph.D. Thesis, Informatics Institute, University of Amsterdam, 2010.
  Details     Download: pdf [4.7MB]  
• Frans Oliehoek and Arnoud Visser. A Decision-Theoretic Approach to Collaboration: Principal Description Methods and Efficient Heuristic Approximation. In R. Babuska and F.C.A. Groen, editors, Interactive Collaborative Informations Systems, Studies in Computational Intelligence, pp. 87–124, Springer Berlin Heidelberg, Berlin, Germany, 2010.
  Details     Download: pdf [4.8MB]  
• Frans Oliehoek and Nikos Vlassis. Dec-POMDPs and extensive form games: equivalence of models and algorithms. Technical Report IAS-UVA-06-02, Intelligent Systems Lab, University of Amsterdam, 2006.
  Details     Download: pdf [404.3kB]  ps.gz [345.7kB]  

Multiagent Systems - (Reinforcement) Learning

• Christopher Amato, Frans A. Oliehoek, and Eric Shyu. Scalable Bayesian Reinforcement Learning for Multiagent POMDPs. In Proc. of the First Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM2013), 2013.
  Details     Download: pdf [506.8kB]  
• Christopher Amato and Frans A. Oliehoek. Bayesian Reinforcement Learning for Multiagent Systems with State Uncertainty. In Proceedings of the Eighth AAMAS Workshop on Multi-Agent Sequential Decision Making in Uncertain Domains (MSDM), pp. 76–83, 2013.
  Details     Download: pdf [177.5kB]  

Multiagent Systems - Decentralized POMDPs

• Frans A. Oliehoek. Sufficient Plan-Time Statistics for Decentralized POMDPs. In Proceedings of the Twenty-Third International Joint Conference on Artificial Intelligence, pp. 302–308, 2013.
  Details     Download: pdf [266.0kB]  
• Frans A. Oliehoek, Matthijs T. J. Spaan, Christopher Amato, and Shimon Whiteson. Incremental Clustering and Expansion for Faster Optimal Planning in Decentralized POMDPs. Journal of Artificial Intelligence Research, 46:449–509, 2013.
  Details     Download: pdf [7.2MB]  ps [2.2MB]  
• Frans A. Oliehoek. Decentralized POMDPs. In Wiering, Marco and van Otterlo, Martijn, editors, Reinforcement Learning: State of the Art, Adaptation, Learning, and Optimization, pp. 471–503, Springer Berlin Heidelberg, Berlin, Germany, 2012.
  Details     Download: pdf [3.0MB]  
• Matthijs T. J. Spaan, Frans A. Oliehoek, and Christopher Amato. Scaling Up Optimal Heuristic Search in Dec-POMDPs via Incremental Expansion. In Proceedings of the 23rd Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2011), pp. 433–434, 2011. Extended Abstract.
  Details     Download: pdf [32.0kB]  
• Matthijs T. J. Spaan, Frans A. Oliehoek, and Christopher Amato. Scaling Up Optimal Heuristic Search in Dec-POMDPs via Incremental Expansion. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, pp. 2027–2032, 2011.
  Details     Download: pdf [130.3kB]  
• Matthijs T. J. Spaan, Frans A. Oliehoek, and Christopher Amato. Scaling Up Optimal Heuristic Search in Dec-POMDPs via Incremental Expansion. In Proceedings of the Sixth AAMAS Workshop on Multi-Agent Sequential Decision Making in Uncertain Domains (MSDM), pp. 63–70, 2011.
  Details     Download: pdf [229.0kB]  
• Frans A. Oliehoek, Shimon Whiteson, and Matthijs T. J. Spaan. Lossless Clustering of Histories in Decentralized POMDPs. In Proceedings of the Eighth International Conference on Autonomous Agents and Multiagent Systems, pp. 577–584, May 2009.
  Details     Download: pdf [209.6kB]  
• Frans A. Oliehoek, Julian F.P. Kooi, and Nikos Vlassis. The Cross-Entropy Method for Policy Search in Decentralized POMDPs. Informatica, 32:341–357, 2008.
  Details     Download: pdf [322.2kB]  
• Frans A. Oliehoek, Matthijs T. J. Spaan, and Nikos Vlassis. Optimal and Approximate Q-value Functions for Decentralized POMDPs. Journal of Artificial Intelligence Research, 32:289–353, 2008.
  Details     Download: pdf [613.0kB]  ps.gz [403.8kB]  
• Frans A. Oliehoek, Julian F.P Kooij, and Nikos Vlassis. A Cross-Entropy Approach to Solving Dec-POMDPs. In Proceedings of the 1st International Symposium on Intelligent and Distributed Computing (IDC 2007), pp. 145–154, October 2007.
  Details     Download: pdf [146.8kB]  ps.gz [376.0kB]  
• Frans A. Oliehoek and Nikos Vlassis. Q-value functions for decentralized POMDPs. In Proceedings of the Sixth International Conference on Autonomous Agents and Multiagent Systems, pp. 833–840, May 2007.
  Details     Download: pdf [171.2kB]  ps.gz [163.9kB]  
• Frans A. Oliehoek and Nikos Vlassis. Q-value Heuristics for Approximate Solutions of Dec-POMDPs. In Proc. of the AAAI spring symposium on Game Theoretic and Decision Theoretic Agents, pp. 31–37, March 2007.
  Details     Download: pdf [637.6kB]  ps.gz [99.9kB]  
• Frans Oliehoek and Arnoud Visser. A hierarchical model for decentralized fighting of large scale urban fires. In AAMAS Workshop on Hierarchical Autonomous Agents and Multi-Agent Systems, pp. 14–21, May 2006.
  Details     Download: pdf [140.1kB]  ps.gz [145.2kB]  

Multiagent Systems - Factored Dec-POMDPs

• Frans A. Oliehoek, Shimon Whiteson, and Matthijs T. J. Spaan. Approximate Solutions for Factored Dec-POMDPs with Many Agents --- Extended Abstract. In Proceedings of the 25th Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2013), 2013. (To appear.)
  Details     Download: pdf [451.2kB]  
• Frans A. Oliehoek, Shimon Whiteson, and Matthijs T. J. Spaan. Approximate Solutions for Factored Dec-POMDPs with Many Agents. In Proceedings of the Twelfth International Conference on Autonomous Agents and Multiagent Systems, pp. 563–570, 2013.
  Details     Download: pdf [238.2kB]  
• Frans A. Oliehoek, Matthijs T. J. Spaan, Shimon Whiteson, and Nikos Vlassis. Exploiting Locality of Interaction in Factored Dec-POMDPs. In Proceedings of the Seventh International Conference on Autonomous Agents and Multiagent Systems, pp. 517–524, May 2008.
  Details     Download: pdf [2.1MB]  ps.gz [375.3kB]  

Multiagent Systems - Delayed Communication

• Frans A. Oliehoek and Matthijs T. J. Spaan. Tree-Based Solution Methods for Multiagent POMDPs with Delayed Communication. In Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, pp. 1415–1421, July 2012.
  Details     Download: pdf [145.0kB]  
• Frans A. Oliehoek and Matthijs T. J. Spaan. Tree-Based Solution Methods for Multiagent POMDPs with Delayed Communication. In Proceedings of the Seventh AAMAS Workshop on Multi-Agent Sequential Decision Making in Uncertain Domains (MSDM), pp. 48–55, June 2012. (longer version of AAAI)
  Details     Download: pdf [200.6kB]  
• Frans A. Oliehoek and Matthijs T. J. Spaan. Tree-based Pruning for Multiagent POMDPs with Delayed Communication. In Proceedings of the Eleventh International Conference on Autonomous Agents and Multiagent Systems, pp. 1229–1230, June 2012. Extended abstract.
  Details     Download: pdf [95.6kB]  
• Matthijs T. J. Spaan and Frans A. Oliehoek. Tree-Based Solution Methods for Multiagent POMDPs with Delayed Communication. In Proceedings of the 24th Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2012), pp. 319–320, 2012. Extended Abstract.
  Details     Download: (unavailable)
• Matthijs T. J. Spaan, Frans A. Oliehoek, and Nikos Vlassis. Multiagent Planning under Uncertainty with Stochastic Communication Delays. In Proceedings of the Eighteenth International Conference on Automated Planning and Scheduling, pp. 338–345, September 2008.
  Details     Download: pdf [141.2kB]  
• Frans A. Oliehoek, Matthijs T. J. Spaan, and Nikos Vlassis. Dec-POMDPs with delayed communication. In Proceedings of the Second AAMAS Workshop on Multi-Agent Sequential Decision Making in Uncertain Domains (MSDM), May 2007.
  Details     Download: pdf [146.0kB]  ps.gz [107.9kB]  
• Frans A. Oliehoek, Nikos Vlassis, and Matthijs T. J. Spaan. Properties of the QBG-value function. Technical Report IAS-UVA-07-04, Intelligent Systems Lab, University of Amsterdam, 2007.
  Details     Download: pdf [197.0kB]  ps.gz [203.0kB]  

Multiagent Systems - Influence-Based Abstraction

• Frans A. Oliehoek, Stefan Witwicki, and Leslie P. Kaelbling. Influence-Based Abstraction for Multiagent Systems. In Proceedings of the 24th Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2012), pp. 311–312, 2012. Extended Abstract.
  Details     Download: (unavailable)
• Frans A. Oliehoek, Stefan Witwicki, and Leslie P. Kaelbling. Influence-Based Abstraction for Multiagent Systems. In Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, pp. 1422–1428, July 2012.
  Details     Download: pdf [159.8kB]  
• Stefan Witwicki, Frans A. Oliehoek, and Leslie P. Kaelbling. Heuristic Search of Multiagent Influence Space. In Proceedings of the Eleventh International Conference on Autonomous Agents and Multiagent Systems, pp. 973–981, June 2012.
  Details     Download: pdf [583.5kB]  
• Frans A. Oliehoek, Stefan Witwicki, and Leslie P. Kaelbling. Heuristic Search of Multiagent Influence Space. In Proceedings of the 9th European Workshop on Multi-agent Systems (EUMAS 2011), 2011.
  Details     Download: pdf [4.4MB]  

Multiagent Systems - One-shot Decision Making

• Frans A. Oliehoek, Shimon Whiteson, and Matthijs T. J. Spaan. Exploiting Structure in Cooperative Bayesian Games. In Proceedings of the Twenty-Eighth Conference on Uncertainty in Artificial Intelligence, pp. 654–664, August 2012.
  Details     Download: pdf [1.2MB]  
• Frans A. Oliehoek, Shimon Whiteson, and Matthijs T. J. Spaan. Exploiting Agent and Type Independence in Collaborative Graphical Bayesian Games. CoRR, abs/1108.0404, 2011. http://arxiv.org/abs/1108.0404
  Details     Download: pdf [662.3kB]  
• Frans A. Oliehoek, Matthijs T. J. Spaan, Jilles Dibangoye, and Christopher Amato. Heuristic Search for Identical Payoff Bayesian Games. In Proceedings of the Ninth International Conference on Autonomous Agents and Multiagent Systems, pp. 1115–1122, May 2010.
  Details     Download: pdf [179.3kB]  

Multiagent Systems - Multiobjective

• Diederik M. Roijers, Shimon Whiteson, and Frans A. Oliehoek. Computing Convex Coverage Sets for Multi-Objective Coordination Graphs. In Proceedings of the Third International Conference on Algorithmic Decision Theory, November 2013. (To appear)
  Details     Download: pdf [1.2MB]  
• Diederik M. Roijers, Shimon Whiteson, and Frans A. Oliehoek. Multi-Objective Variable Elimination for Collaborative Graphical Games. In Proceedings of the Twelfth International Conference on Autonomous Agents and Multiagent Systems, pp. 1209–1210, 2013. Extended Abstract
  Details     Download: pdf [315.5kB]  

Planning under Uncertainty - POMDPs

• Frans A. Oliehoek, Ashwini A. Gokhale, and Jie Zhang. Reasoning about Advisors for Seller Selection in E-Marketplaces via POMDPs. In 15th International Workshop on Trust in Agent Societies (TRUST12), pp. 67–78, June 2012.
  Details     Download: pdf [227.3kB]  

Game theory and poker

• Frans A. Oliehoek, Edwin D. de Jong, and Nikos Vlassis. The Parallel Nash Memory for Asymmetric Games. In Proc. of the Genetic and Evolutionary Computation Conference, pp. 337–344, July 2006. (best paper nominee in coevolution track)
  Details     Download: pdf [174.6kB]  ps.gz [172.6kB]  
• Frans Oliehoek, Nikos Vlassis, and Edwin de Jong. Coevolutionary Nash in poker games. In Proceedings of the 17th Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2005), pp. 188–193, October 2005.
  Details     Download: pdf [139.2kB]  ps.gz [128.2kB]  
• Frans A. Oliehoek. Game theory and AI: a unified approach to poker games. Master's Thesis, University of Amsterdam,2005.
  Details     Download: pdf [2.5MB]  ps.gz [945.2kB]  
• Frans Oliehoek, Matthijs T. J. Spaan, and Nikos Vlassis. Best-response play in partially observable card games. In Benelearn 2005: Proceedings of the 14th Annual Machine Learning Conference of Belgium and the Netherlands, pp. 45–50, February 2005.
  Details     Download: pdf [115.6kB]  

Other

• Julia Efremova, Bijan Ranjbar-Sahraei, Frans A. Oliehoek, Toon Calders, and Karl Tuyls . An Interactive, Web-based Tool for Genealogical Entity Resolution. In Proceedings of the 25th Belgian-Dutch Conference on Artificial Intelligence (BNAIC 2013), 2013. Demo-track. (To appear.)
  Details     Download: (unavailable)
• Matthijs T. J. Spaan and Frans A. Oliehoek. The MultiAgent Decision Process toolbox: software for decision-theoretic planning in multiagent systems. In Proceedings of the Third AAMAS Workshop on Multi-Agent Sequential Decision Making in Uncertain Domains (MSDM), pp. 107–121, 2008.
  Details     Download: pdf [178.7kB]  

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