Publications

• Support Vector Machines.

• Feature Selection for Support Vector Machines by Alignment with Ideal Kernel (Neus Català and Mario Martin).
Technical Report LSI-07-48-R. 2007.
• On-Line Support Vector Machine Regression (Mario Martin)
In Proceedings of the 13th European Conference on Machine Learning (ECML 2002).
• On-line Support Vector Machines for Function Approximation. (Mario Martin).
Technical Report LSI-02-11-R 2002.

• Learning for Information Extraction.

• A portable method for acquiring information extraction patterns without annotated corpora. (Neus Català, Nuria Castell and Mario Martin).
Natural Language Engineering 9(2), 151-179, 2003.
• Essence: A Portable Methodology for Acquiring Information Extraction Patterns. (Neus Català, Nuria Castell and Mario Martin).
In Proceedings of the 14th European Conference on Artificial Intelligence (ECAI 2000). [Berlin (Deutchsland), 2000].
• Using ESSENCE for Acquiring Information Extraction Patterns. (Neus Català, Nuria Castell and Mario Martin).
Technical Report LSI-00-65-R. 2000.

• Learning Generalized Polices.

• Learning Generalized Policies from Planning Examples Using Concept Languages
(Mario Martin and Hector Geffner), Applied Intelligence 20 (1) , 9-19, 2004
• Learning generalized policies in planning using concept languages. (Mario Martin and Hector Geffner).
In Proceedings of the Seventh Internatinal Conference on Knowledge Representation and Reasoning (KR 2000), Morgan Kaufmann. [Colorado (EUUU), 2000].

• Behavior Learning by Reinforcement.

• Reinforcement Learning for Embedded Agents facing Complex Tasks (main part) and appendixes and bibliography Ph.D. Thesis. Approved in June 1998. Click here for multimedia related to this work.
• Learning to Solve Complex Tasks by reinforcement: A New Algorithm. (Mario Martin and Ulises Cortés). Technical Report LSI-95-14-R, 1995. Also available from the LSI Technical Report Archive.
• Animats Adaptation to Complex Environments as Learning Guided by Evolution. (Mario Martin, Marius Garcia and Ulises Cortés). Technical Report LSI-95-13-R, 1995. Also available from the LSI Technical Report Archive.
• Learning to Solve Complex Tasks for Reactive Systems (Extended Abstract) (Mario Martin and Ulises Cortés). Proceedings of ECML-95. LNCS, Springer-Verlag. [Heraklion (Greece), 1995].
• A Developmental Approach to Integrated Architectures. (Mario Martin and Ulises Cortés). In Proceedings of the Workshop on Integrated Learning Architectures in the ECML-93. [Wien (Austria), 1993].
• Desarrollo de arquitecturas basadas en sociedades de agentes. (Mario Martin and Ulises Cortés). Proceedings of the "III Congreso Iberoamericano de Inteligencia Artificial" IBERAMIA 92, pags 349-361. [La Habana (Cuba), 1992.]

• Unsupervised SBL-EBL Integration.

• Biasing Induction with Previous Knowledge for Knowledge Acquisition in Imprecise Domains. (Mario Martin, Ramón Sanguesa and Ulises Cortés). In Proceedings of the Eleventh International Workshopon Expert Systems & Their Applications (Avignon'91). [Avignon (Francia), 1991].
• Knowledge Acquisition Combining Analytical and Empirical Techniques. (Mario Martin, Ramón Sanguesa and Ulises Cortés). In Proceedings of the Eight International Workshop on Machine Learning (ML91). Editors: L.A. Birbaum, G.C. Collins. Published by Morgan-Kauffman. [Illinois (USA), 1991].
• A New Approach to Knowledge Acquisition: Integrating Analytical and Empirical Techniques. (Mario Martin, Ramón Sanguesa). Proceedings of the ICYCS'91. [Beijing (China), 1991].

• Unsupervised Conceptual Learning.

• LINNEO: Eina per l'ajut en la construcció de bases de coneixements en dominis poc estructurats. Master Thesis, presented at the "Universitat Politecnica de Catalunya", 1991.
• Metodología de adquisición de conocimientos basada en clasificaciones y caracterizaciones difusas. (Mario Martin and Ramón Sanguesa). In the book Nuevas Tendencias en Inteligencia Artificial. Editor: Anselmo del Moral, 1991.
• LINNEO: Herramientas para la adquisicion de conocimientos y generacion de reglas en dominios de clasificacion y diagnosis. (Mario Martin, Ramón Sanguesa and Ulises Cortés). Proceedings of the "II Congreso Iberoamericano de Inteligencia Artificial" IBERAMIA-90. [Morelia (Mexico), 1990].
• LINNEO: A Knowledge Acquisition Tool (Angels Hernández, Mario Martin, Ramón Sanguesa and Ulises Cortés). Proceedings of the 2nd Paneuropean Simposium on Applied Informatic. [Salerno (Italia), 1990].

• Fuzzy sets.

• Conceptual Connectivity by means of fuzzy partitions. (Josep Aguilar-Martin, Mario Martin and Nuria Piera). En Uncertainty Management. Editors: M. Bouchon-Mounier, R. Yager and L. Zadeh. Edited by Springer-Verlag (LNCS), 1992.
• Conceptual connectivity analysis by means of fuzzy partitions. (Josep Aguilar-Martin, Mario Martin and Nuria Piera). Proceeding of the "3rd International Procesing Management of Uncertainty", IPMU-90. [Paris (France), 1990].

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