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Publications

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[ 2011 2010 2009 2008 2007 2006 2005 ]

2011 [Top]

A. García-Piquer, A. Fornells, A. Orriols-Puig, G. Corral and E. Golobardes, Data Classification through an Evolutionary Approach based on Multiple Criteria, Knowledge and Information Systems, 2011. DOI 10.1007/s10115-011-0462-9.

M.Castanys, R. Perez-Pueyo, M. J. Soneira, E. Golobardes and A. Fornells. Identification of raman spectra through a case-based reasoning system. Application to artistic pigments. Journal of Raman Spectroscopy,  Volume 42, Issue 7, pages 1553–1561, 2011.

2010 [Top]

G. Corral, A. Garcia-Piquer, A. Orriols-Puig, A. Fornells, and E. Golobardes, “Analysis of Vulnerability Assessment Results based on CAOS,” Applied Softcomputing Journal”. In press, 2010

D. Nettleton, A. Orriols-Puig and A. Fornells, A Study of the Effect of Different Types of Noise on the Precision of Supervised Learning Techniques, Artificial Intelligence Review, Springer, 2010.

A. Garcia-Piquer, A. Fornells, E. Golobardes and L. Cugota, Validación de Competencias en Titulaciones Universitarias Usando Minería de Datos, Revista Iberoamericana de Tecnologías del Aprendizaje, IEEE, 2010. In press.

D. Vernet, R. Nicolas, E. Golobardes, A. Fornells, and A. Garcia-Piquer, “Intelligent Tutoring System Framework for the Acquisition of Knowledge and Competences,” in In The 40th Annual Frontiers in Education (FIE) Conference, 2010, p. t4g 1-2

A. Garcia-Piquer, A. Fornells, E. Golobardes, A. Orriols-Puig, and L. Cugota, “Análisis de titulaciones universitarias basadas en competencias mediante una técnica de clustering evolutiva multiobjetivo,” in In Proceedings of the III Congreso Español de Informᴩca (CEDI 2010). Simposio de Teoría y Aplicaciones de Minería de Datos (TAMIDA), 2010, pp. 345-354.

2009 [Top]

G. Corral, E. Armengol, A. Fornells, and E. Golobardes, Explanations of Unsupervised Learning Clustering applied to Data Security Analysis, Neurocomputing, Elsevier Science Publishers B. V., Vol. 72, (13):, pages 2754-2762, 2009.

E. Golobardes Ribé and L. Madrazo Agudin. Guía para la evaluación de competencias en el área de Ingeniería y Arquitectura, AQU Catalunya, B-9.131-2009, 2009.

A. Garcia-Piquer, A. Fornells, E. Golobardes and L. Cugota, Identification of Subject Typologies through Artificial Intelligence Techniques to Study the Competences Achievement of the New Computer Engineers. In The 39th Annual Frontiers in Education (FIE) Conference, 2009, in press.

A. Garcia-Piquer, A. Fornells, E. Golobardes and L. Cugota, Assessment of Competences in University Degrees Using Data Mining Techniques. In Primera Conferencia Internacional en Fomento e Innovación con Nuevas Tecnologías en la Docencia de la Ingeniería, 2009, in press.

G. Corral, A. Garcia-Piquer, A. Orriols-Puig, A. Fornells and E. Golobardes, Multiobjective Evolutionary Clustering Approach to Security Vulnerability Assesments. In 4th International Conference on Hybrid Artificial Intelligence Systems, Vol. 5572, 597-604, 2009, Lecture Notes in Computer Science, Springer.

A. Fornells, J. Antonio Recio-García, B. Díaz-Agudo, E. Golobardes and E. Fornells, Integration of a Methodology for Cluster-Based Retrieval in jColibri. In In 8th International Conference on Case-Based Reasoning, Case-Based Reasoning Research and Development, Vol. 5650, pages 318-333, Lecture Notes in Artificial Intelligence, Springer, 2009.

R. Nicolas, D. Vernet, E. Golobardes, A. Fornells, S. Puig and J. Malvehy, Improving the Combination of CBR Systems with Preprocessing Rules in Melanoma Domain . In Workshop Proceedings of the 8th International Conference on Case-Based Reasoning, pages 225-234, 2009.


2008 [Top]
A. Fornells, E. Golobardes, J. M. Martorell and J. M. Garrell, Patterns out of cases using Kohonen maps in breast cancer diagnosis, International Journal of Neural Systems, Vol. 18, (1):, pages 33-43, 2008.

A. Fornells, E. Armengol, E. Golobardes, S. Puig and J. Malvehy, Experiences Using Clustering and Generalizations for Knowledge Discovery in Melanomas Domain. In 7th Industrial Conference on Data Mining, Vol. 5077, pages 57-71, 2008, Lecture Notes in Computer Sciencie, Springer-Verlag.

A. Fornells, E. Armengol and E. Golobardes, Retrieval Based on Self-Explicative Memories. In 9th European Conference on Case-Based Reasoning,, Vol. 5239, pages 210-224, 2008, Lecture Notes in Artificial Intelligence, Springuer-Verlag.

A. Fornells, E. Armengol, E. Golobardes, S. Puig and J. Malvehy, Experiences Using Clustering and Generalizations for Knowledge Discovery in Melanomas Domain, Transactions on Machine Learning and Data Mining, Vol. 1, (2):, pages 49-65, 2008.

R. Nicolas, E. Golobardes, A. Fornells, S. Segura, S. Puig, C. Carrera, J. Palou and J. Malvehy, Using Ensemble-Based Reasoning to Help Experts in Melanoma Diagnosis . In Frontiers in Artificial Intelligence and Applications, Vol. 184, pages 178-185, 2008, IOS Press.

R. Nicolas, E. Golobardes, A. Fornells, S. Segura, S. Puig, C. Carrera, J. Palou and J. Malvehy, Identification of Relevant Knowledge for Characterizing the Melanoma Domain . In 2nd International Workshop on Practical Applications of Computational Biology and Bioinformatics (IWPACBB 2008), Vol. 49, pages 55-59, 2008.

D. Vernet, R. Nicolas, E. Golobardes, A. Fornells, C. Garriga, S. Puig and J. Malvehy, Pattern Discovery in Melanoma Domain Using Partitional Clustering . In Frontiers in Artificial Intelligence and Applications, Vol. 184, pages 323-330, 2008, IOSPress.


2007 [Top]

G. Corral, E. Armengol, A. Fornells and E. Golobardes, Data Security Analysis using Unsupervised Learning and Symbolic Descriptions. In Innovations in Hybrid Intelligent Systems, Vol. 44, pages 112-119, 2007, Advances in Soft-Computing.

A. Fornells, E. Golobardes, J. M. Martorell, J. M. Garrell, E. Bernadó, and N. Macià , Measuring the Applicability of Self-Organization Maps into Case-Based Reasoning. In 3rd Iberian Conference on Pattern Recognition and Image Analysis, Vol. 4478, pages 532-539, 2007, Lecture Notes in Computer Science, Springer-Verlag.

A. Fornells Herrera, An Integrative Framework of the Soft-Computing and Knowledge Discovery capabilities of the Self-Organizing Maps in Case-Based Reasoning Systems. Enginyeria i Arquitectura La Salle, Universitat Ramon Llull. PhD thesis , 2007.

A. Fornells, E. Golobardes, J. M. Martorell, J. M. Garrell, E. Bernadó, and N. Macià , A Methodology for Analyzing the Case Retrieval from a Clustered Case Memory. In 7th International Conference on Case-Based Reasoning, Vol. 4626, pages 122-136, 2007, Lecture Notes in Artificial Intelligence, Springer-Verlag.

N. Macià , E. Bernadó, A. Fornells, E. Golobardes, J. M. Martorell and J. M. Garrell,, Revisión sobre métricas de complejidad en el modelado de clústers de un sistema CBR. In IV Taller de Minería de Datos, pages 21-38, 2007.

A. Fornells and E. Golobardes, Case-Base Maintenance in an Associative Memory Organized by a Self-Organization Map. In Innovations in Hybrid Intelligence Systems, Vol. 44, pages 312-319, 2007.

A. Fornells, E. Armengol, and E. Golobardes, Explanation of a Clustered Case Memory. In Artificial intelligence research and development, Vol. 163, pages 153-160, 2007, IOS Press.


2006 [Top]

G. Corral, A. Fornells, E. Golobardes i J. Abella, Cohesion factors: improving the clustering capabilities of Consensus. In 7th Int. Conf. on Intelligent Data Eng. and Automated Learning, Vol. 4224, pages 488-495, 2006, Lecture Notes in Computer Science, Springer-Verlag.

A. Fornells, E. Golobardes, E. Bernadó i J. Martí­, Decission Support System for Breast Cancer Diagnosis by a Meta-Learning Approach based on Grammar Evolution. In 9th International Conference on Enterprise Information Systems, pages 222-227, 2006, INSTICC Press.

A. Fornells, E. Golobardes, D. Vernet i G. Corral, Unsupervised Case Memory Organization: Analysing Computational Time and Soft Computing Capabilities. In 8th European Conference on Case-Based Reasoning, Vol. 4106, pages 241-255, 2006, Lecture Notes in Computer Science, Springer-Verlag.

A. Fornells, E. Golobardes, X. Vilasís i J. Martí, Integration of strategies based on Relevance Feedback into a tool for the retrieval of mammographic images. In 7th Int. Conf. on Intelligent Data Eng. and Automated Learning, Vol. 4224, pages 116-124, 2006, Lecture Notes in Computer Science, Springer-Verlag.


2005 [Top]

A. Fornells, J. Camps . E. Golobardes and J.M. Garrell, Incorporación de conocimiento en forma de restricciones sobre algoritmos evolutivos para la búsqueda de funciones de similitud. In ,Maribel G. Arenas, Francisco Herrera, Manuel Lozano, Juan Julián Merelo, Gustavo Romero y Ana Mª Sánchez ,Proceedings of the IV Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados, MAEB’2005, Vol. 1, pages 397-404, 2005, Thomson.

A. Fornells, J. Camps, E. Golobardes and J.M. Garrell, Comparison of Strategies Based on Evolutionary Computation for the Design of Similarity Functions. In Artificial intelligence research and development, Vol. 131, pages 231-238, 2005, IOS PRESS.