Gherardo Varando

gherardo-varando

Contact

Phone: +34-913363675

E-mail: gherardo.varando (at) upm.es

Regular mail:

Departamento de Inteligencia Artificial

Escuela Técnica Superior de Ingenieros Informáticos

Campus de Montegancedo

Universidad Politécnica de Madrid

28660 Boadilla del Monte, Madrid, España

Position

Ph.D. student with a scholarship from the Cajal Blue Brain project.

Short Bio

Gherardo Varando received his Bachelor degree in Mathematics in 2011 and Master degree in Applied Mathematics in 2014, both from Università degli Studi di Firenze, Italy.

Research interests

Probabilistic graphical model and their application, Bayesian Network classifier, Expressive power of BN classifier, density and conditional density approximation, image segmentation.

Journal referee

  • Machine learning
  • Entropy

 

Journal Papers

2016
Varando, G., C. Bielza, and P. Larrañaga, "Decision Functions for Chain Classifiers based on Bayesian Networks for Multi-Label Classification", International Journal of Approximate Reasoning, vol. 68, pp. 164-178, 2016.
2015
Borchani, H., G. Varando, C. Bielza, and P. Larrañaga, "A survey on multi-output regression", WIREs Data Mining and Knowledge Discovery, vol. 5, pp. 216--233, 2015.
Varando, G., P. L. Lopez-Cruz, T. D. Nielsen, P. Larrañaga, and C. Bielza, "Conditional density approximations with mixtures of polynomials", International Journal of Intelligent Systems, vol. 30, no. 3, pp. 236–264, 2015.
Varando, G., C. Bielza, and P. Larrañaga, "Decision Boundary for Discrete Bayesian Network Classifiers", Journal of Machine Learning Research, vol. 16, pp. 2725-2749, 2015.

 

Conference Papers