My research involves building solutions for large-scale data analysis problems in systems biology, by developing and applying techniques from database indexing, machine learning and statistics.
In general, I enjoy working on knowledge discovery (from) and efficient organization of large datasets for search and retrieval. Typical application domains I have worked in are bioinformatics and web mining.
Projects:
Integrative data analysis: to improve search and classification in bioinformatics
MSNet Can knowledge of gene-gene functional relationships be used to improve protein identification?
MSpresso We learn and use the relationship between mRNA expression data and protein detection in mass spectrometry experiments to improve protein identification rates
MoBIoS Index: Support Distance-Based Queries in Bioinformatics
Rui Mao, Weijia Xu, Willard S. Willard, Smriti R. Ramakrishnan and Daniel P. Miranker.
In Proc of the 2006 Workshop on Intelligent Computing & Bioinformatics of the Chinese Academy of Sciences (WICB) 2006, 147-152.
An integrative scoring scheme for protein identification in tandem mass spectrometry experiments
Workshop on Probabilistic Methods for Active Learning and Data Integration in Computational Biology (PMCB 2007, affiliated with ISMB 2007), July 26 2007, Vienna, Austria.
Benchmarking Dataset for Protein Expression in Yeast
Smriti Ramakrishnan, Christine Vogel.
"In contrast to a plethora of mRNA expression data, only limited numbers of protein expression datasets exist, with the exception of yeast, where data is available, but scattered across several publications and repositories, and for differing experimental conditions. We assembled this data from several high-quality publicly available datasets, to use as a benchmarking dataset for the MSpresso and MSNet papers. The experiments measure protein expression in wild-type yeast, growing in rich medium, log phase.
M.S. in Computer Science, The University of Texas at Austin, December 2005
B.E. in Computer Science and Engineering, Visvesvaraiah Technological University, India, June 2002