InteLLigence
 
Research on Artificial Intelligence
Description
Our research covers several modern areas of Artificial Intelligence, including Game Playing, Intelligent Search, Probabilistic Reasoning, and Auction-Based Coordination. In particular, we investigate the use of virtual auctions for multi-agent coordination, as well as learning methods for improving the performance of known algorithms for common computational problems (search, satisfiability).
Related Publications
  • Georgara A., Troullinos D., Chalkiadakis G.: Extracting hidden preferences over partitions in hedonic cooperative games, In Proc. of the 12th International Conference on Knowledge Science, Engineering, and Management (KSEM-2019), Athens, Greece, August 2019. Best student paper award
    Publication Type: Conference Publications [abstract] [link]
  • Castellini A., Chalkiadakis G., Farinelli A.: Influence of State-Variable Constraints on Partially Observable Monte Carlo Planning, In Proc. of the 28th International Joint Conference on Artificial Intelligence (IJCAI-2019), Macao, China, August 2019.
    Publication Type: Conference Publications [abstract] [link]
  • Bassiliades N., Chalkiadakis G.: Artificial Intelligence Techniques for the Smart Grid, Editorial for the "Artificial Intelligence Techniques for the Smart Grid" Special Issue, Advances in Building Energy Research, Volume 12, Issue 1, 2018. Taylor and Francis.
    Publication Type: Miscellaneous [abstract] [link]
  • Akasiadis C., Chalkiadakis G.: Cooperative Electricity Consumption Shifting, Sustainable Energy, Grids and Networks, 9C, Elsevier
    Publication Type: Journal Publications [abstract]
  • Panagopoulos A., Chalkiadakis G., Jennings N.: Towards Optimal Solar Tracking: A Dynamic Programming Approach, Proceedings of the 29th AAAI Conference on Artificial Intelligence (AAAI-2015), Austin, Texas, USA, January 2015
    Publication Type: Conference Publications [abstract] [file]
  • Papadimitriou G., Spanoudakis N., Lagoudakis M.: Extending the Kouretes Statechart Editor for Generic Agent Behavior Development, Proceedings of the 10th International Conference on Artificial Intelligence Applications and Innovations (AIAI), Rhodes, Greece, September 2014; in IFIP Advances in Information and Communication Technology, Volume 436, 2014, pp. 182-192.
    Publication Type: Conference Publications [abstract] [link]
  • Akasiadis C., Chalkiadakis G.: Stochastic Filtering Methods for Predicting Agent Performance in the Smart Grid, in T. Schaub et al. (Eds.), ECAI 2014, 21st European Conference on Artificial Intelligence, 18–22 August 2014, Prague, Czech Republic – Including Prestigious Applications of Intelligent Systems (PAIS 2014), pp. 1205-1206.
    Publication Type: Conference Publications [abstract] [file]
  • Babas K., Chalkiadakis G., Tripolitakis E.: You Are What You Consume: A Bayesian Method for Personalized Recommendations, In Proceedings of the 7th ACM Conference on Recommender Systems (ACM RecSys 2013).
    Publication Type: Conference Publications [abstract] [file]
  • Skoulakis I., Lagoudakis M.: Efficient Reinforcement Learning in Adversarial Games, Proceedings of the 2012 IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Athens, Greece, November 2012, pp. 704-711.
    Publication Type: Conference Publications [abstract] [link][file]
  • Matthews T., Ramchurn S., Chalkiadakis G.: Competing with Humans in Fantasy Football: Team Formation in Large Partially Observable Domains, In Proceedings of the 26th AAAI Conference on Artificial Intelligence (AAAI-2012), Toronto, ON, Canada, July 2012.
    Publication Type: Conference Publications [abstract] [file]
  • Paraschos A., Spanoudakis N., Lagoudakis M.: Model-Driven Behavior Specification for Robotic Teams, Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), Valencia, Spain, June 2012, pp. 171-178.
    Publication Type: Conference Publications [abstract] [link][file]
  • Vasilikos V., Lagoudakis M.: Optimization of Heuristic Search using Recursive Algorithm Selection and Reinforcement Learning , Annals of Mathematics and Artificial Intelligence, 60 (1-2), 2010, pp. 119-151.
    Publication Type: Journal Publications [abstract] [link]
  • Korokithakis S., Lagoudakis M.: Heuristic Rule Induction for Decision Making in Near-Deterministic Domains, Proceedings of the 6th Hellenic Conference on Artificial Intelligence (SETN'10), Athens, Greece, May 2010, pp. 339-344.
    Publication Type: Conference Publications [abstract] [link][file]
  • Rovatsou M., Lagoudakis M.: Minimax Search and Reinforcement Learning for Adversarial Tetris, Proceedings of the 6th Hellenic Conference on Artificial Intelligence (SETN'10), Athens, Greece, May 2010, pp. 417-422.
    Publication Type: Conference Publications [abstract] [link][file]
  • Ekici A., Ergun O., Keskinocak P., Lagoudakis M.: Optimal Job Splitting on a Multi-Slot Machine with Applications in the Printing Industry , Naval Research Logistics, 57 (3), 2010, pp. 237-251.
    Publication Type: Journal Publications [abstract] [link]
  • Lagoudakis M.: Reports on the Twenty-First National Conference on Artificial Intelligence (AAAI-06) Workshop Program: Auction Mechanisms for Robot Coordination, AI Magazine, Vol. 27, 4, 2006, pp. 92-102.
    Publication Type: Miscellaneous [abstract] [link][file]
  • Koenig S., Tovey C., Lagoudakis M., Markakis V., Kempe D., Keskinocak P., Kleywegt A., Meyerson A., Jain S.: The Power of Sequential Single-Item Auctions for Agent Coordination, Proceedings of the 21st National Conference on Artificial Intelligence (AAAI-06), Boston, MA, USA, July 2006, pp. 1625-1629.
    Publication Type: Conference Publications [abstract] [link][file]
  • Lagoudakis M., Markakis V., Kempe D., Keskinocak P., Koenig S., Tovey C., Kleywegt A., Meyerson A., Jain S.: Auction-Based Multi-Robot Routing, Proceedings of Robotics: Science and Systems, MIT, Boston, MA, June 2005.
    Publication Type: Conference Publications [abstract] [link][file]
  • Tovey C., Lagoudakis M., Jain S., Koenig S.: The Generation of Bidding Rules for Auction-Based Robot Coordination, Proceedings of the 3rd International Multi-Robot Systems Workshop, Naval Research Laboratory, Washington, DC, March 2005, pp. 3-14.
    Publication Type: Conference Publications [abstract] [link][file]
  • Lagoudakis M., Berhault M., Keskinocak P., Koenig S., Kleywegt A.: Simple Auctions with Performance Guarantees for Multi-Robot Task Allocation, Proceedings of the 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2004), Sendai, Japan, September 2004, vol. 1, pp. 698-705.
    Publication Type: Conference Publications [abstract] [link][file]
  • Lagoudakis M., Koenig S.: Planning, in the Encyclopedia of Human Computer Interaction, Berkshire Publishing Book, 2004, pp. 554-560.
    Publication Type: Book Chapters [abstract] [link][file]
  • Manaris B., MacGyvers V., Lagoudakis M.: A Listening Keyboard for Users with Motor Impairments - A Usability Study, International Journal of Speech Technology, 5, 2002, pp. 371-388.
    Publication Type: Journal Publications [abstract] [link][file]
  • Lagoudakis M., Littman M., Parr R.: Selecting the Right Algorithm, Proceedings of the 2001 AAAI Fall Symposium Series: Using Uncertainty within Computation, Cape Cod, MA, USA, November 2001.
    Publication Type: Miscellaneous [abstract] [file]
  • Lagoudakis M., Littman M.: Learning to Select Branching Rules in the DPLL Procedure for Satisfiability, Electronic Notes in Discrete Mathematics (ENDM), Vol. 9, Elsevier, LICS 2001 Workshop on Theory and Applications of Satisfiability Testing (SAT-2001), Boston, MA, USA, June 2001.
    Publication Type: Conference Publications [abstract] [file]
  • Lagoudakis M., Littman M.: Reinforcement Learning for Algorithm Selection, (Student Abstract), Proceedings of the 17th National Conference on Artificial Intelligence (AAAI-00), Austin, TX, USA, July 2000, pp. 1081.
    Publication Type: Workshop Proceedings [abstract] [link][file]
  • Lagoudakis M., Littman M.: Algorithm Selection using Reinforcement Learning, Proceedings of the 17th International Conference on Machine Learning (ICML-00), Stanford, CA, USA, June 2000, pp. 511-518.
    Publication Type: Conference Publications [abstract] [link][file]
  • Lagoudakis M., LaBean T.: 2D DNA Self-Assembly for Satisfiability, DIMACS Series in Discrete Mathematics and Theoretical Computer Science, Vol. 54, AMS, Proceedings of the 5th DIMACS Workshop on DNA Based Computers, MIT, Boston, MA, USA, June 1999, pp. 141-154.
    Publication Type: Conference Publications [abstract] [link][file]
  • Manaris B., MacGyvers V., Lagoudakis M.: Universal Access to Mobile Computing Devices through Speech Input, Proceedings of the 12th International Florida Artificial Intelligence Research Symposium (FLAIRS-99), Orlando, FL, USA, May 1999, pp. 286-292.
    Publication Type: Conference Publications [abstract] [link][file]
  • Lagoudakis M.: An IDA* Algorithm for Optimal Spare Allocation, Proceedings of 1999 ACM Symposium on Applied Computing (SAC-99), San Antonio, TX, USA, February 1999, pp. 486-488.
    Publication Type: Conference Publications [abstract] [link][file]
  • Lagoudakis M.: Book Review: Artificial Intelligence and Scientific Method, Journal of Intelligent and Robotic Systems, 22, 1998, pp. 87-95.
    Publication Type: Miscellaneous [abstract] [link][file]