Facundo Bromberg

Versión en Español

Associate profesor at the Departamento de Sistemas de la Información
of the Universidad Tecnológica Nacional, Facultad Regional Mendoza
Mendoza, ARGENTINA.
+54-261-5244554
fbromberg AT frm DOT utn DOT edu DOT ar

I obtained my Ph.D. (see thesis) in 2007 from the Computer Science Department at Iowa State University, under the advise of Dr. Dimitris Margaritis and an M.S. in Physics in 1998 from the Instituto Balseiro, Centro Atómico Bariloche, under the advise of Dr. Germán Mato.

Research

My research interests are in the general area of Machine learning and probabilistic reasoning. Particularly in the learning of the
independence structure of probabilistic models (e.g. Markov and Bayesian networks). To learn more visit the lab's webpage.

Teaching

I am currently teaching the Artificial Intelligence course at the UTN-FRM.

Publications

de la Vega, G., Fraenkel, D., Bromberg F. y Garcia, B., "Detección de Señales de Radio de Partículas de Alta Energía con SVM", Encuentro de Investigadores y Docentes de Ingeniería (EnIDI) Noviembre 2009, Los Reyunos, San Rafael, Mendoza.[pdf]
Catania C. A., Bromberg F. y Garcia Garino, C., "Detección de Intrusos en el Tráfico de Red mediante Máquinas de Vectores Soporte.", Encuentro de Investigadores y Docentes de Ingeniería (EnIDI) Noviembre 2009, Los Reyunos, San Rafael, Mendoza.[pdf]
Schlüter F. y Bromberg F., "Enfoque perturbativo para mejorar la calidad de modelos probabilísticos gŕaficos.", Encuentro de Investigadores y Docentes de Ingeniería (EnIDI) Noviembre 2009, Los Reyunos, San Rafael, Mendoza.[pdf]
Bromberg F. y Schlüter F., "Variante de Grow Shrink para mejorar la calidad de Markov blankets", Conferencia Latinoamericana de Informática (CLEI), Setiembre 2009, Pelotas, Brasil. [pdf]
Catania C. A., Bromberg F. y Garcia Garino, C., "An Autonomous labeling approach to SVM algorithms for network traffic anomaly detection", Simposio Argentino de Inteligencia Artificial (ASAI 09), Agosto 2009, Mar del Plata, Argentina. [pdf]
Edera Alejandro, Bromberg Facundo, "Certificación de Pruebas de Acceso a través de Ontologías", CNIT 2009, Ciudad de Cordoba. [pdf]. Ganador tercer premio al mejor trabajo estudiantil 2009, CNEISI 2009.
Bromberg F. y Schlüter F., "Aprendizaje de Estructuras de Independencia de Modelos Probabilísticos Gráficos", WICC 2009, [pdf]
Bromberg F. and Margaritis D.. “Improving the Reliability of Causal Discovery from Small Data Sets using Argumentation”. Journal of Machine Learning Research, Special Topic on Causality, 10 (February), 301-340, 2009. [download]
Bromberg F., Margaritis D. and Honavar V. “Efficient Markov Network Structure Discovery using Independence Tests”. Journal of Artificial Intelligence Research, 35, 449-485, July 2009. [download]
Maragaritis D. and Bromberg F. “Efficient Markov Network Discovery Using Particle Filters”. Computational Intelligence, 25:4, 367-394, September 2009. [ps,pdf]
Gandhi P., Bromberg F. and Margaritis D.. “Dynamic inference-based learning Markov Network Structure”. Proc SIAM Data Mining 2008, Atlanta Giorgia. [ps,pdf]
Bromberg, F. Margaritis, D.. “Efficient and Robust Independence-based Markov Network Structure Discovery”. International Joint Conf of Artificial Intelligence (IJCAI-07), Hyderabad, India. [ps,pdf]
Bromberg F., "Markov network structure discovery using independence tests". PhD Thesis, Iowa State University. [pdf]
Bromberg, F. Margaritis, D. and V.Honavar. “Efficient Markov Network Structure Discovery from Independence Tests”. Proc SIAM Data Mining 2006, Bethesda, Maryland. [ps,pdf]
Bromberg, F. and Honavar, V.. “Multi Agent Learning from Data”. Intl. Symposium on Modern Computing. Iowa State U. 2003. [ps,pdf]
Bromberg F. and Ponce-Hornos, J.E. “Computational Modeling and Simulation of Miothermic Responses of Cardiac Muscle Cells”. 28th Annual Meeting of the Argentine Biophysical Society. Argentina. Nov 1999.
Bromberg, F. M.S. Thesis: “Noise Induced Phase Transition in Globally Coupled Neural Oscillators.” Statistical Physics Department. CAB, S.C. de Bariloche, Argentina.
Bromberg, F. and Mato, G.. “Noise Induced Phase Transition in Globally Coupled Neural oscillators". 83^th National Meeting of the Argentine Physical Society. La Plata. Buenos Aires. Argentina. September 1998.