Publications:
2012:
- Julia Flores, José A. Gámez and Ana M. Martínez. Intelligent Data Analysis for Real-Life Applications: Theory and Practice. Book Chapter: Supervised Classification with Bayesian networks. Announced to be published on May 2012.
- Ana M. Martínez, Geoffrey I. Webb, Julia Flores and José A. Gámez. Non-disjoint discretization for aggregating one-dependence estimator classifiers. In International Conference on Hybrid Artificial Intelligence Systems, HAIS 2012 (pendant of publications).
- Pablo Bermejo, José A. Gámez, Ana M. Martínez y José M. Puerta. Algoritmos de Estimación de Distribuciones para la Selección Simultánez de Instancias y Atributos. In VIII congreso español sobre metaheurísticas, algoritmos evolutivos y bioinspirados (MAEB 2012) (pendant of publication).
2011:
- M. Julia Flores, José A. Gámez, Ana M. Martínez and Antonio Salmerón. Mixture of Truncated Exponentials in Supervised Classification: case study for Naive Bayes and Averaged One-Dependence Estimators. In 11th International Conference on Intelligent Systems design and Applications (ISDA 2011), 593–598, (DOI: 10.1109/ISDA.2011.6121720)
- M. Julia Flores, José A. Gámez, Ana M. Martínez y José M. Puerta, Handling numeric attributes when comparing Bayesian network classifiers: does the discretization method matter?, APPLIED INTELLIGENCE, 2011, (DOI: 10.1007/s10489-011-0286-z).
2010:
- M. Julia Flores, José A. Gámez, Ana M. Martínez and José M. Puerta, Analyzing the Impact of the Discretization Method when Comparing Bayesian Classifiers, The Twenty Third International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems IEA-AIE 2010 , 2010, pp. 570-579 (DOI: 10.1007/978-3-642-13022-9_57).
- Shengtong Zhong, Ana M. Martínez, Thomas D. Nielsen, and Helge Langseth (2010): Towards a More Expressive Model for Dynamic Classification, The 23rd Florida Artificial Intelligence Research Society Conference, pp. 563-564. AAAI, Florida, USA. (PDF)
- M. Julia Flores, José A. Gámez, Ana M. Martínez y José M. Puerta, Deux nouveaux classifieurs basés sur AODE afin de traiter variables continues, Les 5èmes Journées Francophones sur les Réseaux Bayésiens (JFRB), 2010, Société FranÇise de Statistiques (SFdS) - Association int. francophone d'EGC (PDF)..
2009:
- M. Julia Flores and José A. Gámez and Ana M. Martínez y José M. Puerta, GAODE and HAODE: Two Proposals Based on AODE to Deal with Continuous Variables, Proceedings of the 26th International Conference on Machine Learning, 2009, Léon Bottou and Michael Littman, pp. 313--320, june, Omnipress, (PDF).
- M. Julia Flores and José A. Gámez and Ana M. Martínez y José Miguel Puerta, HODE: Hidden One-Dependence Estimator, ECSQARU, 2009, Claudio Sossai and Gaetano Chemello, 5590, Lecture Notes in Computer Science, pp. 481-492, URL, AODE - SPODE - ODE - Bayesian Networks - Bayesian Classifiers - Classification, (DOI: 10.1007/978-3-642-02906-6_42).
- M. Julia Flores, José A. Gámez, Ana M. Martínez y José M. Puerta, Estudio y Comparativa de Diferentes Discretizaciones en Clasificadores Bayesianos, Conferencia de la Asociación Española para la Inteligencia Artificial (CAEPIA) , 2009, pp. 265-274.