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Interpreting support vector machine models for multivariate group wise analysis in neuroimaging.
Gaonkar B, T Shinohara R, Davatzikos C; Alzheimers Disease Neuroimaging Initiative. Gaonkar B, et al. Med Image Anal. 2015 Aug;24(1):190-204. doi: 10.1016/j.media.2015.06.008. Epub 2015 Jun 25. Med Image Anal. 2015. PMID: 26210913 Free PMC article.
Deriving statistical significance maps for support vector regression using medical imaging data.
Gaonkar B, Sotiras A, Davatzikos C. Gaonkar B, et al. Int Workshop Pattern Recognit Neuroimaging. 2013;2013:13-16. doi: 10.1109/PRNI.2013.13. Int Workshop Pattern Recognit Neuroimaging. 2013. PMID: 25328907 Free PMC article.
A composite multivariate polygenic and neuroimaging score for prediction of conversion to Alzheimer's disease.
Filipovych R, Gaonkar B, Davatzikos C. Filipovych R, et al. Int Workshop Pattern Recognit Neuroimaging. 2012:105-108. doi: 10.1109/PRNI.2012.9. Int Workshop Pattern Recognit Neuroimaging. 2012. PMID: 24899230 Free PMC article.
Multi-atlas skull-stripping.
Doshi J, Erus G, Ou Y, Gaonkar B, Davatzikos C. Doshi J, et al. Acad Radiol. 2013 Dec;20(12):1566-76. doi: 10.1016/j.acra.2013.09.010. Acad Radiol. 2013. PMID: 24200484 Free PMC article.
Pattern based morphometry.
Gaonkar B, Pohl K, Davatzikos C. Gaonkar B, et al. Med Image Comput Comput Assist Interv. 2011;14(Pt 2):459-66. doi: 10.1007/978-3-642-23629-7_56. Med Image Comput Comput Assist Interv. 2011. PMID: 21995061 Free PMC article.
Automated tumor volumetry using computer-aided image segmentation.
Gaonkar B, Macyszyn L, Bilello M, Sadaghiani MS, Akbari H, Atthiah MA, Ali ZS, Da X, Zhan Y, O'Rourke D, Grady SM, Davatzikos C. Gaonkar B, et al. Acad Radiol. 2015 May;22(5):653-661. doi: 10.1016/j.acra.2015.01.005. Epub 2015 Mar 12. Acad Radiol. 2015. PMID: 25770633 Free PMC article.
FEATURE RANKING BASED NESTED SUPPORT VECTOR MACHINE ENSEMBLE FOR MEDICAL IMAGE CLASSIFICATION.
Varol E, Gaonkar B, Erus G, Schultz R, Davatzikos C. Varol E, et al. Proc IEEE Int Symp Biomed Imaging. 2012:146-149. doi: 10.1109/ISBI.2012.6235505. Proc IEEE Int Symp Biomed Imaging. 2012. PMID: 23873289 Free PMC article.
Control-group feature normalization for multivariate pattern analysis of structural MRI data using the support vector machine.
Linn KA, Gaonkar B, Satterthwaite TD, Doshi J, Davatzikos C, Shinohara RT. Linn KA, et al. Neuroimage. 2016 May 15;132:157-166. doi: 10.1016/j.neuroimage.2016.02.044. Epub 2016 Feb 23. Neuroimage. 2016. PMID: 26915498 Free PMC article.
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