Browsing by Author "Ioannis Tsamardinos"
Now showing items 1-6 of 6
-
Fu, Lawrence Dachen (2005-12-19)Department: Biomedical InformaticsIn biomedical and biological domains, researchers typically study continuous data sets. In these domains, an increasingly popular tool for understanding the relationship between variables is Bayesian network structure ...
-
Statnikov, Alexander Romanovich (2008-12-06)Department: Biomedical InformaticsAlgorithms for discovery of a Markov boundary from data constitute one of the most important recent developments in machine learning, primarily because they offer a principled solution to the variable/feature selection ...
-
Statnikov, Alexander R (2005-07-29)Department: Biomedical InformaticsThe success of treatment of patients with cancer depends on establishing an accurate diagnosis. To this end, we have built a system called GEMS (Gene Expression Model Selector) for the automated development and evaluation ...
-
Fananapazir, Nafeh (2007-07-31)Department: Biomedical InformaticsMass Spectrometry (MS) is emerging as a breakthrough mass-throughput technology believed to have powerful potential for producing clinical diagnostic and prognostic models and for identifying relevant disease biomarkers. ...
-
Aphinyanaphongs, Yindalon (2007-12-28)Department: Biomedical InformaticsIn this dissertation, I explore the applicability of text categorization machine learning methods to identify clinically pertinent and evidence-based articles in the literature and web pages on the internet. In the first ...
-
Brown, Laura Elizabeth (2009-12-11)Department: Biomedical InformaticsThe focus of my research was to develop several novel computational techniques for discovering informative patterns and complex relationships in biomedical data. First, an efficient, heuristic method was developed to ...