/ [plg] Planning & Learning research Group - UC3M
PLANNING & LEARNING RESEARCH GROUP logoplg Universidad Carlos III de Madrid
member name
Susana Fernández Arregui

Lecturer, tenure track

Office: 2.1.B10 / +(34) 91 624 94 16

/ www.plg.inf.uc3m.es/~sfernandez/

  2014 (3)
Using Random Sampling Trees for Automated Planning. Alcázar, V.; Fernández, S.; and Borrajo, D. AICOM, In press. 2014.
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Analyzing the Impact of Partial States on Duplicate Detection and Collision of Frontiers. Alcázar, V.; Fernández, S.; and Borrajo, D. In Proceedings of the ICAPS'14, pages 350-354, Portsmouth, New Hampshire USA, 2014.
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Multi-Agent Planning with Agent Preferences. Virseda, J.; Fernández, S.; and Borrajo, D. In Proceedings of the Workshop on Distributed and Multi-Agent Planning (DMAP) in ICAPS 2014, pages 70-78, 2014.
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  2013 (4)
Using Automated Planning for Improving Data Mining Processes. Fernández, S.; de la Rosa, T.; Fernández, F.; Suárez, R.; Ortiz, J.; Borrajo, D.; and Manzano, D. KNOWLEDGE ENGINEERING REVIEW, 28(2): 157-173. Februery 2013.
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On the Automatic Compilation of e-learning Models to Planning. KNOWLEDGE ENGINEERING REVIEW, 28(2): 121-136. Februery 2013.
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Modeling Motivations, Personality Traits and Emotional States in Deliberative Agents Based on Automated Planning. In , editor(s), 3rd International Conference on Agents and Artificial Intelligence (ICAART 2011), volume CCIS 271, of Communications in Computer and Information Science, pages 146-160, Heidelberg, 2013. Springer Verlag
Modeling Motivations, Personality Traits and Emotional States in Deliberative Agents Based on Automated Planning [pdf]Paper   bibtex
Revisiting Regression in Planning. Alcázar, V.; Borrajo, D.; Fernández, S.; and Fuentetaja, R. In Proceedings of the IJCAI'13, pages 2254-2260, Beijing (China), 2013.
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  2012 (2)
Using linear programming to solve clustered oversubscription planning problems for designing e-courses. Expert Systems With Applications, 39: 5178-5188. 2012. Avaible online 12 November 2011: http://www.sciencedirect.com/science/article/pii/S095741741101551X
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A Review of Machine Learning for Automated Planning. KNOWLEDGE ENGINEERING REVIEW, 27(4): 433-467. Decembre 2012.
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  2011 (2)
Knowledge Transfer between Automated Planners. Fernández, S.; Aler, R.; and Borrajo, D. AI Magazine, 32(2): 79-95. 2011.
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Providing Deliberation to Emotional Agents. Pérez-Pinillos, D.; Fernández, S.; and Borrajo, D. In Proceedings of the 3th International Conference on Agents and Artificial Intelligence, volume 1, pages 98-105, 2011.
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  2010 (1)
Improving the Execution of KDD Workflows Generated by AI Planners. Fernández, S.; Suárez, R.; de la Rosa, T.; Ortiz, J.; Fernández, F.; Borrajo, D.; and Manzano, D. In 3rd Planning to Learn Workshop (PlanLearn 2010) in ECAI 2010, pages 19-26, Lisbon, Portugal, 2010.
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  2009 (5)
Handbook of Research on Machine Learning Applications and Trends. Fernández, S.; Jiménez, S.; and de la Rosa, T. Improving Automated Planning with Machine Learning, pages 599-620. Information Science Reference, 2009.
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Assisting Data Mining through Automated Planning. Fernández, F.; Borrajo, D.; Fernández, S.; and Manzano, D. In Perner, P., editor(s), Machine Learning and Data Mining 2009 (MLDM 2009), volume 5632, of Lecture Notes in Artificial Intelligence, pages 760-774. Springer-Verlag, 2009.
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Modeling E-Learning Activities in Automated Planning. Garrido, A.; Onaindia, E.; Morales, L.; Castillo, L.; Fernández, S.; and Borrajo, D. In Roman Barták, S. F.; and McCluskey, L., editor(s), Proceedings of the Third International Competition on Knowledge Engineering for Planning and Scheduling, pages 18-27, Thessaloniki, Greece, September 20th 2009.
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On Compiling Data Mining Tasks to PDDL. Fernández, S.; Fernández, F.; Sánchez, A.; de la Rosa, T.; Ortiz, J.; Borrajo, D.; and Manzano, D. In Roman Barták, S. F.; and McCluskey, L., editor(s), Proceedings of the Third International Competition on Knowledge Engineering for Planning and Scheduling, pages 8-17, Thessaloniki, Greece, September 20th 2009.
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Solving Clustered Oversubscription Problems for Planning e-Course. Fernández, S.; and Borrajo, D. In Luis Castillo, G. C.; and Yorke-Smith, N., editor(s), Proceedings of the Scheduling and Planning Applications woRKshop in ICAPS'09, pages 36-43, Thessaloniki, Greece, 2009.
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  2008 (3)
SAMAP. An User-oriented Adaptive System for Planning Tourist Visits. Castillo, L.; Armengol, E.; Onaindía, E.; Sebastiá, L.; González-Boticario, J.; Rodríguez, A.; Fernández, S.; Arias, J. D.; and Borrajo, D. Expert Systems With Applications, 34(2): 1318-1332. February 2008.
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A Social and Emotional Model for Obtaining Believable Emergent Behavior. Fernández, S.; Asensio, J.; Jiménez, M.; and Borrajo, D. In Traverso, P.; and Pistore, M., editor(s), Proceedings of The 13th International Conference on Artificial Intelligence: Methodology, Systems, and Applications (AIMSA-08), volume 5253/2008, of Lecture Notes in Computer Science, pages 395--399. Springer Verlag, Varna, Bulgaria, 4-6 September 2008.
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Preference-Oriented Planning for Achieving Satisfactory Emotional States. Pérez, D.; Fernández, S.; and Borrajo, D. In In Proceedings of the 27th Workshop of the UK Planning and Scheduling Special Interest Group (PLANSIG 2008), Edinburgh, Scotland, December 2008.
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  2007 (3)
PLTOOL. A Knowledge Engineering Tool for Planning and Learning. Fernández, S.; Borrajo, D.; Fuentetaja, R.; Arias, J. D.; and Veloso, M. The Knowledge Engineering Review, 22(2): 153-184. 2007.
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Issues in Multi-Agent Systems. The AgentCities.ES Experience. López, B.; Fernández, S.; Bajo, J.; Corchado, J. M.; Fuentetaja, R.; González, M.; Isern, D.; Jiménez, S.; and Valls, A. of Whitestein Series in Software Agent Technologies and Autonomic Computing. Cognitive Abilities in Agents, pages 59-85. Birkhauser., December 2007. ISBN 978-3-7643-85-42-2
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Transferring Learned Control-Knowledge between Planners. Fernández, S.; Aler, R.; and Borrajo, D. In Proceedings of the Twentieth International Joint Conference on Artificial Intelligence ( IJCAI-07), pages 1885-1890, Hyderabad (India), 6-12 January 2007. IJCAI Press
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  2006 (2)
Planning for an AI Based Virtual Agents Game. Fernández, S.; Adarve, R.; Pérez, M.; Rybarczyk, M.; and Borrajo, D. In Proceedings of the Workshop AI Planning for Computer Games and Synthetic Characters in the ICAPS-2006, 2006.
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Transfer of Learned Heuristics among Planners. Fernández, S.; Aler, R.; and Borrajo, D. In Workshop on Learning for Search in the AAAI-2006, 2006.
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  2005 (4)
Machine Learning in Hybrid Hierarchical and Partial-Order Planners for Manufacturing Domains. Fernández, S.; Aler, R.; and Borrajo, D. Applied Artificial Intelligence, 19(8): 783-809. September 2005.
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Tool for automatically acquiring control knowledge for planning. Borrajo, D.; Fernández, S.; Fuentetaja, R.; Arias, J. D.; and Veloso, M. In Barták, R.; and McCluskey, L., editor(s), Working notes of the ICAPS'05 Competition on Knowledge Engineering for Planning and Scheduling, pages 11-17, Monterey, CA (USA), June 2005. AAAI, AAAI Press
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Automatic Generation of Literary Texts: Greek Mythology. Pérez, D.; Fernández, S.; and Borrajo, D. In Proceedings of the Computational Creativity Workshop 2005 on IJCAI'05, Edinburgh, Scotland, 2005.
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Integrating Abstraction Techniques and EBL Control Rules to Perform Automated Planning. Armano, G.; Cherchi, G.; Fernández, S.; and Vargiu, E. In Tuson, A., editor(s), Proceedings of the 24th Workshop of the UK Planning and Scheduling Special Interest Group PlanSIG 2005, pages 1-7, City University, London, UK, 15-16 Diciembre 2005.
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  2004 (2)
Planning, Scheduling and Constraint Satisfaction: from Theory to Practice. Fernández, S.; Sebastia, L.; and Fdez-Olivares, J. Volume 117 of Frontiers in Artificial Intelligence and Applications. Planning Tourist Visits Adapted to User Preferences, pages 119-129. IOS Press, August 2004.
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Using Previous Experience for Learning Planning Control Knowledge. Fernández, S.; Aler, R.; and Borrajo, D. In Special Track on Machine Learning for Planning, Problem Solving, and Scheduling, in FLAIRS04, Miami Beach, May 2004.
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  2003 (2)
Aprendizaje de Reglas de Control para un Planificador Jerárquico de Orden Parcial. Fernández, S.; Aler, R.; and Borrajo, D. Technical Report UC3M-TR-CS-02-02, Universidad Carlos III de Madrid, 2003.
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On Providing Prior Knowledge for Learning Relational Search Heuristics. Aler, R.; Borrajo, D.; and Fernández, S. In Taller de Planificación, Scheduling y Razonamiento Temporal en el marco de la X Conferencia de la Asociacion espa�ola para la Inteligencia Artificial, CAEPIA03, Donostia, Noviembre 2003.
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  2002 (3)
On Learning Control Knowledge for a HTN-POP Hybrid Planner. Fernández, S.; Aler, R.; and Borrajo, D. In Kauffmann, M., editor(s), First International Conference on Machine Learning and Cybernetics, ICMLC-02 , volume 4, pages 1899-1904, Beijing, China, November 2002.
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A First Approach to Tackling Planning Problems with Neural Networks. Fernández, S.; Galván, I.; and Aler, R. In Workshop on Knowledge Engineering Tools and Techniques for AI Planning in the AIPS-2002 , pages 46-49, Toulouse, Francia, April 2002.
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Generación Automática de Conocimiento de Control en un Planificador Híbrido HTN-POP. Fernández, S.; Aler, R.; and Borrajo, D. In L. Castillo, J. F.; and (Editors), C. D. V., editor(s), I Workshop on Planning, Scheduling and Temporal Reasoning in IBERAMIA-02, pages 5-14, Sevilla, November 2002.
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