Books

Bielza, C., & Larrañaga, P. (2021). "Data-Driven Computational Neuroscience. Machine Learning and Statistical Models". Cambridge University Press.

Larrañaga, P., Atienza, D., Díaz-Rozo, J., Ogbechie, A., Puerto-Santana, C., & Bielza, C. (2019). "Industrial Applications of Machine Learning". CRC Press.

Bielza, C., Salmerón, A., Alonso-Betanzos, A., Hidalgo, J. I., Martínez, L., Troncoso, A., Corchado, E., & Corchado, J. M. (2013). "Advances in Artificial Intelligence, Lecture Notes in Artificial Intelligence, Vol. 8109". Springer.

Bielza, C., Salmerón, A. (2013). "Proceedings of the XV Conference of the Spanish Association for Artificial Intelligence (CAEPIA 2013)". CEDI.

Ibañez, A., Bielza, C., & Larrañaga, P. (2011). "Scientific Productivity and Visibility of Public Spanish Universities Academic Staff in the Area of Computer Sciences". Fundación General de la UPM.

Lozano, J. A., Larrañaga, P., Inza, P., & Bengoetxea, E. (2006). "Towards a New Evolutionary Computation. Advances on Estimation of Distribution Algorithms". Springer.

Ríos-Insua, S., Mateos, A., Bielza, C., & Jimenez, A. (2004). "Operation Research. Deterministic and Stochastic Models". Centro de Estudios Ramón Areces.

Larrañaga, P., & Lozano, J. A. (2002). "Estimation of Distribution Algorithms. A New Tool for Evolutionary Computation". Kluwer Academic Publishers.

Ríos-Insua, S., Bielza, C., & Mateos, A. (2002). "Fundamentals of Decision Support Systems". Ra-Ma, 2002. BibTex

Ballestero, E., Bielza, C., Gómez, M., Maldonado, J. A., & Ballbe, P. (1999). "Health Economy, Statistics for Medical Doctors, Computer-Based Clinical Training". Dossat 2000.

Aizpurua, J. F., Mendizabal, X., Rodriguez, I., Larrañaga, P., Azkune, I., & Etxeberria, J. (1985). "Matematika. Batxilergo Balioaniztun Bateratua 2". Elkar.

Martinez, M., Mendizabal, X., Rodriguez, I., Eguren, I., Larrañaga, P., Azkune, I., & Etxeberria, J. (1984). "Matematika. Batxilergo Balioaniztun Bateratua 1". Elkar.

Book chapters

Ogbechie, A., J. Díaz-Rozo, P. Larrañaga, and C. Bielza, "Dynamic Bayesian Network-Based Anomaly Detection for In-Process Visual Inspection of Laser Surface Heat Treatment", Machine Learning for Cyber Physical Systems: Selected papers from the International Conference ML4CPS 2016: Springer Berlin Heidelberg, pp. 17-24, 2017. BibTex
Karshenas, H., R. Santana, C. Bielza, and P. Larrañaga, "Continuous Estimation of Distribution Algorithms Based on Factorized Gaussian Markov Networks", Markov Networks in Evolutionary Algorithms: Springer, pp. 157-173, 2012. BibTex
Inza, I., B. Calvo, R. Armañanzas, E. Bengoetxea, P. Larrañaga, and J. A. Lozano, "Machine learning: An indispensable tool in bioinformatics", Bioinformatics Methods in Clinical Research: Springer, pp. 25-48, 2009. BibTex
Armañanzas, R., B. Calvo, I. Inza, P. Larrañaga, I. Bernales, A. Fullaondo, and A. M. Zubiaga, "Clasificadores Bayesianos con selección consensuada de genes en la predicción del lupus eritematoso sistémico", Minería de Datos: Técnicas y Aplicaciones: Ediciones Dpt. de Informática de la UCLM, pp. 107-135, 2005. BibTex
Bielza, C., J. A. Fernandez del Pozo, and P. Lucas, "Research and Development in Intelligent Systems XX", Optimal Decision Explanation by Extracting Regularity Patterns: Springer, pp. 283-294, 2004. BibTex
Gómez, M., J. A. Fernandez del Pozo, C. Bielza, and S. Ríos-Insua, "Gestión de la Ictericia Neonatal", La Aventura de Decidir: Una Aproximación Científica mediante Casos Reales: Universidad de Málaga, pp. 73-94, 2004. BibTex
Puch, R. O., J. Q. Smith, and C. Bielza, "Hierarchical Junction Trees: Conditional Independence Preservation and Forecasting in Dynamic Bayesian Networks with Heterogeneous Evolution", Advances in Bayesian Networks Studies in Fuzziness and Soft Computing: Springer, pp. 57-76, 2004. BibTex
Bielza, C., J. A. Fernandez del Pozo, and P. Lucas, "Finding and Explaining Optimal Treatments", Lecture Notes in Artificial Intelligence: Springer, pp. 299-303, 2003. BibTex
Bielza, C., and S. Ríos-Insua, "Análisis de Decisiones Clínicas", Manual de Informática Médica: Menarini - Caduceo Multimedia, pp. 467-491, 2003. BibTex
González, C., D. J. Rodriguez, J. A. Lozano, and P. Larrañaga, "Analysis of the univariate marginal distribution algorithm modeled by Markov chains", Lecture Notes in Computer Science, pp. 510–517, 2003. BibTex
Robles, V., P. Larrañaga, J. M. Peña, O. Marban, J. Crespo, and M. S. Pérez, "Collaborative filtering using interval estimation naïve Bayes", Lecture Notes in Artificial Intelligence, pp. 46–53, 2003.
Robles, V., P. Larrañaga, J. M. Peña, E. Menasalvas, and M. S. Pérez, "Interval estimation naïve Bayes", Lecture Notes in Computer Science, pp. 143–154, 2003.
Santafé, G., J. A. Lozano, and P. Larrañaga, "Fitting mixture models with estimation of distribution algorithms", Actas del II Congreso Español sobre Metaheurísticas, Algoritmos Evolutivos y Bioinspirados, pp. 232–236, 2003.