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Laura Brown

Algorithms for learning the structure of Bayesian networks
Local causal discovery methods for identification of parents and children or Markov Blankets
Methods for variable selection on high-dimensional data sets

L.E. Brown, I.Tsamardinos, D. Hardin. "To Feature Space and Back: Identifying Top-Weighted Features in Polynomial Support Vector Machine Models" Accepted Intelligent Data Analysis
L.E. Brown, I. Tsamardinos, "A Strategy for Making Predictions Under Manipulation" JMLR W&CP 3:35-52, 2008. Read More
I. Tsamardinos, L.E. Brown, "Bounding the False Discovery Rate in Local Bayesian Network Learning" in Proceedings of the 23rd Conference on Artificial Intelligence (AAAI), July 2008. Read More
J.W. Dexheimer, L.E. Brown, J. Leegon, D. Aronsky, "Comparing Decision Support Methodologies for Identifying Asthma Exacerbations" in Proceedings of 12th World Congress on Medical Informatics (MEDINFO), August 2007. Read More
I. Tsamardinos, L.E. Brown, C.F. Aliferis, "The Max-Min Hill-Climbing Bayesian Network Structure Learning Algorithm" Machine Learning 65 (1): 31-78, Oct. 2006. Read More
I. Tsamardinos, A. Statnikov, L.E. Brown, C.F. Aliferis, "Generating Realistic Large Bayesian Networks by Tiling" in Proceedings of the 19th International Florida Artificial Intelligence Research Society Conference (FLAIRS), May 2006. Read More