Publications
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2005. Knowledge Discovery in High Dimensional Data: Case Studies and a User Survey for an Information Visualization Tool. Institute for Systems Research Technical Reports.
2005. Interactive Color Mosaic and Dendogram Displays for Signal/Noise Optimization in Microarray Data Analysis (2003). Institute for Systems Research Technical Reports.
2005. Using Categorical Information in Multidimensional Data Sets: Interactive Partition and Cluster Comparison. Institute for Systems Research Technical Reports.
2005. Interactive Exploration of Multidimensional Microarray Data: Scatterplot Ordering, Gene Ontology Browser, and Profile Search (2003). Institute for Systems Research Technical Reports.
2005. Building a Coherent Data Pipeline in Microarray Data Analyses: Optimization of Signal/Noise Ratios Using an Interactive Visualization Tool and a Novel Noise Filtering Method (2003). Institute for Systems Research Technical Reports.
2010. Performance Evaluation Tools for Zone Segmentation and Classification (PETS). International Conference on Pattern Recognition. :503-506.
2004. A Rank-by-Feature Framework for Unsupervised Multidimensional Data Exploration Using Low Dimensional Projections. IEEE Symposium on Information Visualization, 2004. INFOVIS 2004. :65-72.
2004. Interactively Optimizing Signal-to-Noise Ratios in Expression Profiling: Project-Specific Algorithm Selection and Detection P-Value Weighting in Affymetrix Microarrays. BioinformaticsBioinformatics. 20(16):2534-2544.
2005. A Rank-by-Feature Framework for Interactive Exploration of Multidimensional Data (2004). Institute for Systems Research Technical Reports.
2003. Understanding Hierarchical Clustering Results by Interactive Exploration of Dendrograms: A Case Study with Genomic Microarray Data. Technical Reports from UMIACS.
2012. Conversion of viable but nonculturable enteric bacteria to culturable by co‐culture with eukaryotic cells. Microbiology and Immunology. 56(5):342-345.
2010. Conversion of viable but nonculturable Vibrio cholerae to the culturable state by co‐culture with eukaryotic cells. Microbiology and Immunology. 54(9):502-507.
2003. Towards formal but flexible scenarios. 2nd International Workshop on Scenarios and State Machines: Models, Algorithms and Tools.
2005. Executable requirements specifications using triggered message sequence charts. Distributed Computing and Internet Technology. :482-493.
2005. An integrated framework for scenarios and state machines. Integrated Formal Methods. :366-385.
2009. Bisimulation-based approximate lifted inference. Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence. :496-505.
2008. Exploiting shared correlations in probabilistic databases. Proceedings of the VLDB Endowment. 1(1):809-820.
2007. Representing and Querying Correlated Tuples in Probabilistic Databases. Data Engineering, 2007. ICDE 2007. IEEE 23rd International Conference on. :596-605.
2006. Empirical comparison of approximate inference algorithms for networked data. Open Problems in Statistical Relational Learning: Papers from the ICML Workshop. Pittsburgh, PA: www. cs. umd. edu/projects/srl2006.
2005. Modeling image processing systems with homogeneous parameterized dataflow graphs. Acoustics, Speech, and Signal Processing, 2005. Proceedings. (ICASSP '05). IEEE International Conference on. 5:v/133-v/136Vol.5-v/133-v/136Vol.5.
2006. Cost-sensitive learning with conditional Markov networks. Proceedings of the 23rd international conference on Machine learning. :801-808.