Shyam Visweswaran, MD, PhD

Wei W, Visweswaran S, Cooper GF. The application of naive Bayes model averaging to predict Alzheimer’s disease from genome-wide data. Journal of the American Medical Informatics Association (2011) Jul 1; 18(4): 370-5.  PMID: 21672907 PMCID: PMC3128400.

Lustgarten JL, Visweswaran S, Gopalakrishnan V, Cooper GF. Application of an efficient Bayesian  discretization method to biomedical data. BMC Bioinformatics 12 (2011) 309 http://www.biomedcentral.com/1471-2105/12/309.   PMID: 21798039 PMC3162539

Kane-Gill SL, Visweswaran S, Saul MI, Wong AK, Penrod LE, Handler SM. Computerized detection of adverse drug reactions in the medical intensive care unit. International Journal of Medical Informatics, 2011 Aug;80(8):570-8. Epub 2011 May 31. PMCID: PMC3139253, DOI: http://dx.doi.org/10.1016/j.ijmedinf.2011.04.005

Jiang X, Neapolitan RE, Barmada MM, Visweswaran S. Learning genetic epistasis using Bayesian network scoring criteria. BMC Bioinformatics 2011 Mar 31;12:89. doi: 10.1186/1471-2105-12-89. PMID: 21453508. PMCID: PMC3080825.

Jiang X, Visweswaran S, Neapolitan RE. Mining Epistatic Interactions from High-Dimensional Data Sets Using Bayesian Networks, in Holmes, D. and L. Jain (Eds.): Foundations and Intelligent Paradigms--3, Springer-Verlag, Berlin Heidelberg, 2011, DOI:10.1007/978-3-642-23151-3_9.

Jiang X, Barmada MM, Visweswaran S. Identifying genetic Interactions in genome-wide data using Bayesian networks. Genet Epidemiol. 2010 Sep;34(6):575-81. doi: 10.1002/gepi.20514. PMID: 20568290. PMCID: PMC3931553.

Gopalakrishnan V, Lustgarten JL, Visweswaran S, Cooper GF. Bayesian rule learning for biomedical data mining. Bioinformatics 26 (2010) 668-675. Doi:10.1093/bioinformatics/btq005.  PMID: 20080512PMC2852212.

Visweswaran S, Cooper GF.  Learning instance-specific predictive models. Journal of Machine Learning Research (2010) Dec; 11:3333-3369.  PMID; 25045325 PMC4102007 http://jmlr.csail.mit.edu/papers/volume11/visweswaran10a/visweswaran10a.pdf  

Wang, J, Day, R, Visweswaran, S, Hogan, W. The use of semantic distance metrics to support ontology. In: Proceedings of the Fall Symposium of the American Medical Informatics Association (Nov 2010)

Hauskrecht, M, Valko, M, Batal, I, Clermont, G, Visweswaran, S, Cooper, GF. Conditional outlier detection for clinical alerting. In: Proceedings of the Fall Symposium of the American Medical Informatics Association (Nov 2010).

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