Cognitive Computing Lab
College of Computing
Georgia Institute of Technology (Atlanta)
- Multi-agent
Learning
- Multi-agent Case-Based Reasoning (MAC systems).
- Explanation generation in CBR systems.
- Relational Learning
- Computer Game Artificial Intelligence
- Case-Based Planning
- Santiago Ontañón and Abhishek Jain and Manish Mehta and Ashwin Ram (2008) Developing a Drama Management Architecture for Interactive Fiction Games. in International Conference on Interactive Digital Storytelling ICIDS 2008, Erfurt, Germany, pp 186-197
- Santiago Ontañón and Enric Plaza (2008) Learning, Information Exchange, and Joint-Deliberation Through Argumentation in Multi-Agent Systems. in AWESOME 2008, invited paper
- Suhas Virmani and Yatin Kanetkar and i>Manish Mehta and Santiago Ontañón and Ashwin Ram (2008), An Intelligent IDE for Behavior Authoring in Real-Time Strategy Games. AIIDE-2008
- Andrew Trusty and Santiago Ontañón and Ashwin Ram (2008), Stochastic Plan Optimization in Real-Time Strategy Games. AIIDE-20008
- Kinshuk Mishra and Santiago Ontañón and Ashwin Ram (2008), Situation Assessment for Plan Retrieval in Real-Time Strategy Games. ECCBR-2008
- Neha Sugandh and Santiago Ontañón and Ashwin Ram (2008), Real-Time Plan Adaptation for Case-Based Planning in Real-Time Strategy Games. ECCBR-2008
- Neha Sugandh and Santiago Ontañón and Ashwin Ram (2008), On-Line Case-Based Plan Adaptation for Real-Time Strategy Games. AAAI-2008
- Santiago Ontañón (2008), Ensemble Case Based Learning for Multi-Agent Systems. VDM Verlag, ISBN-10: 3836474301, ISBN-13: 9783836474306
- Manish Mehta and Santiago Ontañón and Ashwin Ram (2008) Adaptive Computer Games: Easing the Authorial Burden. in Steve Rabin (Editor), AI Game Programming Wisdom 4. pp. 617-632
- Santiago Ontañón and Enric Plaza (2008) Argumentation-based Information Exchange in Prediction Markets. in ArgMAS 2008[PDF file]
- Santiago Ontañón and Kinshuk Mishra and Neha Sugandh and Ashwin Ram (2008) Learning from Demonstration and Case-Based Planning for Real-Time Strategy Games. in Soft Computing Applications in Industry (ISBN 1434-9922 (Print) 1860-0808 (Online)), p. 293-310
- Santiago Ontañón and Enric Plaza (2007), Arguments and Counterexamples in Case-based Joint Deliberation. In N. Maudet and S. Parsons and I. Rahwan (Editors), Argumentation in Multi-Agent Systems, Lecture Notes in Artificial Intelligence Vol. 4766, p. 36-53, Springer Verlag. [PDF file]
- Manu Sharma and Santiago Ontañón Manish Mehta and Ashwin Ram (2007) Drama Management Evaluation for Interactive Fiction Games. in AAAI-2007 Intelligent Narratives Technologies Fall Symposium [PDF file]
- Manish Mehta and Santiago Ontañón and Ashwin Ram (2007) Driving Interactive Drama Research through Building Complete systems. in AAAI-2007 Intelligent Narratives Technologies Fall Symposium [PDF file]
- Santiago Ontañón and Kinshuk Mishra and Neha Sugandh and Ashwin Ram (2007) Case-Based Planning and Execution for Real-Time Strategy Games. in ICCBR 2007 [PDF file]
- Manu Sharma and Manish Mehta and Santiago Ontañón and Ashwin Ram (2007) Evaluating Player Modeling for a Drama Manager Based Interactive Fiction. in AIIDE'07 Workshop on Optimizing Player Satisfaction [PDF file]
- Ashwin Ram and Santiago Ontañón and Manish Mehta (2007) Artificial Intelligence for Adaptive Computer Games. in FLAIRS 2007 [PDF file]
- Manu Sharma and Santiago Ontañón and Christina Strong and Manish Mehta and Ashwin Ram (2007) Towards Player Preference Modeling for Drama Management in Interactive Stories. in FLAIRS 2007[PDF file]
- Santiago Ontañón and Enric Plaza (2007) An Argumentation based Approach to Multi-Agent Learning. in FLAIRS 2007[PDF file]
- Santiago Ontañón and Enric Plaza (2007) Learning and Joint Deliberation through Argumentation in Multi-Agent Systems. in Autonomous Agents and Multi-Agent Systems (AAMAS 2007)[PDF file]
- Santiago Ontañón and Enric Plaza (2007) Case-based Learning from Proactive Communication. in International Joint Conference on Artificial Intelligence (IJCAI 2007)
- Enric Plaza and Santiago Ontañón (2006) Learning Collaboration Strategies for Committees of Learning Agents. in Journal of Autonomous Agents and Multi-Agent Systems (JAAMAS)
- Santiago Ontañón and Enric Plaza (2006) Arguments and Counterexamples for Case-based Joint Deliberation. ArgMAS 2006 [PDF file]
- Maite López-Sánchez, Jesús Cerquides, Santi Ontañón, Anna Puig, Eloi Puertas (2006), Learning Methods Applied to High-Resolution CT Colume Data Classification. 3IA 2006 [PDF file]
- Jesús Cerquides, Maite López-Sánchez, Santi Ontañón, Eloi Puertas, Anna Puig, Oriol Pujol, Dani Tost (2006), Classification Algorithms for Biomedical Volume Datasets. CAEPIA'05 post-proceedings volume
2005:
- Jesús Cerquides, Maite López-Sánchez, Santi Ontañón, Eloi Puertas, Anna Puig, Oriol Pujol, Dani Tost (2005), Learning Methods for Automatic Classification of Biomedical Volume Datasets. XI Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA05) - 2005 . [PDF file]
**** Santiago Ontañón (2005), Ensemble Case Based Learning for Multi-Agent Systems. Ph.D. Thesis [PDF file] ****
- Santiago Ontañón and Enric Plaza (2005), Recycling Data for Multi-Agent Learning . In Proceedings of the 22nd International Conference on Machine Learning. Pages 633-640. ACM Press. Luc de Raed and Stefan Wrobel, Edts. ISBN 1-59593-180-5. [PDF file]
- Eva Armengol, Santiago Ontañón and Enric Plaza (2005), The Explanatory power of Justifications in CBR. In Artificial Intelligence Review.
- Santiago Ontañón and Enric Plaza (2004), Justification-based Selection of Training Examples for Case Base Reduction. In Machine Learning: ECML 2004.Lecture Notes in Artificial Intelligence 3201, p 310-321. Springer-Verlag [PDF file]
- Santiago Ontañón and Enric Plaza (2004), Justification-based Case Retention. In European. Conf. Case Based Reasoning (ECCBR 2004). Lecture Notes in Artificial Intelligence 3155, p. 346-360. Springer-Verlag. [PDF file]
- Eva Armengol, Santiago Ontañón and Enric Plaza (2004), Explaining Similarity in CBR. In Workshop in Explanation in CBR in the European. Conf. Case Based Reasoning 2004. Technical report 142-04 Departamento de Sistemas Informáticos y Programación, Universidad Complutense de Madrid, p. 87-95. Springer-Verlag.
- Santiago Ontañón and Enric Plaza (2003), Justification-based Multiagent Learning In Int. Conf. Machine Learning (ICML 2003). [PDF file]. (Also published in CCIA'03)
- Santiago Ontañón and Enric Plaza (2003), Collaborative Case Retention Strategies for CBR Agents In Int. Conf. Case Based Reasoning (ICCBR 2003). [PDF]
- Enric Plaza and Santiago Ontañón (2003), Cooperative Multiagent Learning. In Adaptive Agents and Multi-Agent Systems, Lecture Notes on Artificial Intelligence 2636, Springer Verlag. [PDF]
- Santiago Ontañón and Enric Plaza (2003), Learning to Form Dynamic Committees. In Int. Conf. Autonomous Agents and Multiagent Systems AAMAS'03. [PDF]
- Santiago Ontañón and Enric Plaza (2002), Collaboration Strategies to Improve Multiagent Learning. In T. Elomaa, H. Mannila, H. Toivonen (Eds.) Machine Learning: ECML 2002 . Lecture Notes in Artificial Intelligence 2430, p. 331-344. Springer-Verlag. [PDF]
- Santiago Ontañón and Enric Plaza (2002), A Bartering Approach to Improve Multiagent Learning. In proceedings of the first international joint conference on Autonomous Agents and Multiagent Systems (AAMAS 2002), p.386-393. ACM press. 2002. [PDF]
- Santiago Ontañón and Enric Plaza (2002), Cooperative Case Bartering for Case-Based Reasoning Agents. In Topics in Artificial Intelligence: CCIA'02 Lecture Notes in Artificial Intelligence 2504, p. 294-308. Springer-Verlag [PDF]
- Santiago Ontañón and Enric Plaza (2002), Cooperative Case Bartering for Case-Based Reasoning Agents. In 2002 AAAI Spring Symposium Series, p.77-83. AAAI Press. [PDF file]
- Santiago Ontañón and Enric Plaza (2001), Learning When to Collaborate among Learning Agents. In L. De Raedt, P. Flach (Eds.) Machine Learning: ECML 2001. Lecture Notes in Artificial Intelligence 2167, p. 394-405. Springer-Verlag. [PDF file]
- Enric Plaza and Santiago Ontañón (2001), Ensemble Case-based Reasoning: Collaboration Policies for Multiagent Cooperative CBR. In Case-Based Reasoning Research and Development: ICCBR 2001,. Lecture Notes in Artificial Intelligence 2080, p. 437-451. Springer-Verlag. [PDF file]
- Santiago Ontañón and Enric Plaza (2001), Collaboration Policies for Case-Based Reasoning Agents In Proc. Workshop on Learning Agents Autonomous Agents'2001 [PDF file].