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2011

• J. D. Rodríguez, A. Pérez and J. A. Lozano (2011) An Unified Framework for the Statistical Analysis of the Sources of Variance for Classification Error Estimators Pattern Recognition. Submitted.

• J. D. Rodríguez, A. Pérez, D. Arteta, D. Tejedor and J. A. Lozano (2011) Using Multi-Dimensional Bayesian Network Classifiers to Assist the Treatment of Multiple Sclerosis. IEEE Transactions on Systems, Man, and Cybernetics--Part C: Applications and Reviews Submitted.

• J. Ortigosa-Hernandez, J. D. Rodriguez, L. Alzate, M. Lucania I. Inza, J. A. Lozano (2011) Approaching Sentiment Analysis by Using Semi-supervised Learning of Multi-dimensional Classifiers. Neurocomputing, Special Issue on Data Mining Applications and Case Studies. Submitted.

• J. A. Fernandes, J. A. Lozano, I. Inza, X. Irigoien, J. D. Rodríguez and A. Pérez (2011) Supervised pre-processing approaches in multiple class-variables classification for fish recruitment forecasting. Applied Soft Computing. Submitted.

• J. Ortigosa-Hernandez, J. D. Rodriguez, L. Alzate, M. Lucania I. Inza, J. A. Lozano (2011) Approaching Sentiment Analysis by Using Semi-supervised Learning of Multi-dimensional Classifiers. Technical Report EHU-KZAA-TR-4-2011. University of the Basque Country, February 2011.

2010

• J. Ortigosa-Hernandez, J. D. Rodríguez, L. Alzate, I. Inza and J. A. Lozano (2010) A Semi-supervised Approach to Multi-dimensional Classification with Application to Sentiment Analysis. CEDI 2010, Proceedings of the Sixth Spanish Workshop on Data Mining and Learning, TAMIDA 2010. Valencia, Spain.

• J. D. Rodríguez and J. A. Lozano (2010) Learning Bayesian network classifiers for multidimensional supervised classification problems by means of a multiobjective approach. Technical Report EHU-KZAA-TR-3-2010. University of the Basque Country, March 2010.

• J. D. Rodríguez, A. Pérez and J. A. Lozano (2010) Sensitivity Analysis of k-fold cross-validation in prediction error estimation. IEEE Transactions on Pattern Analysis and Machine Intelligence. 32 (3), pp. 569--574

2009

• J. D. Rodríguez, A. Pérez and J. A. Lozano (2009) A sensitivity study of bias and variance of k-fold cross-validation in prediction error estimation. Technical Report EHU-KZAA-IK-1/09. University of the Basque Country, February 2009.

2008

• J.D. Rodríguez and J.A. Lozano (2008) Multi-objective learning of multi-dimensional Bayesian classifiers. Proceedings of the Eighth International Conference on Hybrid Intelligent Systems, HIS 2008, Barcelona, Spain. pp. 501-506

2007

• J.D. Rodríguez and J.A. Lozano (2007) Repeated stratified k-fold cross-validation on supervised classification with naive Bayes classifier: An empirical analysis., Proceedings of the Fifth Spanish Workshop on Data Mining and Learning, TAMIDA 2007, Zaragoza, Spain, pp. 65 - 74.

2003

• C. Gonzalez, J. D. Rodríguez , J. A. Lozano, P. Larrañaga (2003) Analysis of the Univariate Marginal Distribution Algorithm Modeled by Markov Chains. IWANN 2003, volume 2686 of Lecture Notes in Computer Science: 510-517. Springer.

Juan Diego Rodríguez
Intelligent Systems Group © 2008