Publications
Journal papers
- B. Mihaljević, C. Bielza, and P. Larrañaga. Bayesian networks for interpretable machine learning and optimization. Neurocomputing, 456:648–665, 2021.
- B. Mihaljević, P. Larrañaga, and C. Bielza. Comparing the electophysiology and morphology of human and mouse layer 2/3 pyramidal neurons with Bayesian networks. Frontiers in Neuroinformatics, 15:3, 2021.
- B. Mihaljević, P. Larrañaga, R. Benavides-Piccione, J. DeFelipe, and C. Bielza. Comparing basal dendrite branches in human and mouse hippocampal CA1 pyramidal neurons with Bayesian networks. Scientific Reports, 10(1):18592, 2020.
- B. Mihaljević, R. Benavides-Piccione, C. Bielza, P. Larrañaga, and J. DeFelipe. Classification of GABAergic interneurons by leading neuroscientists. Scientific Data, 6(1):1–6, 2019a.
- B. Mihaljević, P. Larrañaga, R. Benavides-Piccione, S. Hill, J. DeFelipe, and C. Bielza. Towards a supervised classification of neocortical interneuron morphologies. BMC Bioinformatics, 19(1): 511, 2018.
- B. Mihaljević, C. Bielza, and P. Larrañaga. bnclassify: Learning Bayesian network classifiers. The R Journal, 10(2):455–468, 2018.
- B. Mihaljević, R. Benavides-Piccione, C. Bielza, J. DeFelipe, and P. Larrañaga. Bayesian network classifiers for categorizing cortical GABAergic interneurons. Neuroinformatics, 13(2):192–208, 2015a.
- B. Mihaljević, R. Benavides-Piccione, L. Guerra, J. DeFelipe, P. Larrañaga, and C. Bielza. Classifying GABAergic interneurons with semi-supervised projected model-based clustering. Artificial Intelligence in Medicine, 65(1):49–59, 2015b.
- B. Mihaljević, C. Bielza, R. Benavides-Piccione, J. DeFelipe, and P. Larrañaga. Multi-dimensional classification of GABAergic interneurons with Bayesian network-modeled label uncertainty. Frontiers in Computational Neuroscience, 8:150, 2014.
Book chapters
- B. Mihaljević, C. Bielza, and P. Larrañaga. Learning Bayesian network classifiers with completed partially directed acyclic graphs. In V. Kratochvı́l and M. Studený, editors, Proceedings of the Ninth International Conference on Probabilistic Graphical Models, volume 72 of Proceedings of Machine Learning Research, pages 272–283, Prague, Czech Republic, 11–14 Sep 2018
- B. Mihaljevic, P. Larrañaga, and C. Bielza. Augmented Semi-naive Bayes Classifier. In C. Bielza, A. Salmerón, A. Alonso-Betanzos, J. I. Hidalgo, L. Martı́nez, A. Troncoso, E. Corchado, and J. M. Corchado, editors, Advances in Artificial Intelligence, pages 159–167, Berlin, Heidelberg, 2013.
Workshop papers & conference abstracts
B. Mihaljević, P. Larrañaga, and C. Bielza. Automatic classification of cortical interneuron morphologies. In Proceedings of the Workshop on Advances and Applications of Data Science & Engineering, Real Academia de Ingenierı́a, Madrid, 2016
B. Mihaljevic, C. Bielza, and P. Larrañaga. BayesClass: an R package for learning Bayesian network classifiers. Proceedings of useR!, page 53, 2013