Kayhan Batmanghelich, PhD

Bloy L, Ingalhalikar M, Batmanghelich N. An integrated Framework for High Angular Resolution Diffusion Imaging-Based Investigation of Structural Connectivity. Brain Connectivity, 2(2), pp 69-19, 2012. doi:  10.1089/brain.2011.0070 PMCID: PMC3380149.

Batmanghelich N, Taskar B, Davatzikos C. Generative-Discriminative Basis Learning for Medical Imaging. IEEE Transactions on Medical Imaging (TMI), 31(1), pp 51-69, 2012. PMID: 21791408 PMCID: PMC3402718 DOI: 10.1109/TMI.2011.2162961

Ghanbari Y, Bloy L, Batmanghelich N, Verma R. Dominant Component Analysis of Electro-physiological Connectivity Network. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp 231-238, 2012. PMID: 23286135. PMCID: PMC4029114.

Batmanghelich N, Ye D, Taskar B, Davatzikos C. Disease Classification and Prediction via semi-supervised Dimensionality Reduction. IEEE International Symposium on Biomedical Imaging: From Nano to Macro (ISBI), pp 1086-1090, 2011. DOI: 10.1109/ISBI.2011.5872590

Davatzikos C, Bhatt P, Shaw L, Batmanghelich N, Trojanowski J. Prediction of MCI Conversion via MRI, CSF Biomarkers, and Pattern Classification. Neurobiology of Aging, 32(12), pp 2322.e192322.e27, 2010. PMID: 20594615 PMCID: PMC2951483 DOI: 10.1016/j.neurobiolaging.2010.05.023

Batmanghelich N, Taskar B, Davatzikos C. Regularized Tensor Factorization for Multi-Modality Medical Image Classification. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), pp 17-24, 2011. PMID: 22003679

Batmanghelich N, Gooya A, Taskar B, Davatzikos C. Application of Trace-Norm and Low-Rank Matrix Decomposition for Computational Anatomy. IEEE Computer Society Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA), Computer Vision and Pattern Recognition Workshops (CVPRW), pp 146-153, 2010. DOI: 10.1109/CVPRW.2010.5543596

Batmanghelich N, Taskar B, Davatzikos C. A General and Unifying Framework for Feature Construction, in Image-Based Pattern Classification. International Conference on Information Processing in Medical Imaging (IPMI), LNCS 5636, pp 423-434, 2009. PMID: 19694282

Batmanghelich N, Verma R. On Non-linear Characterization of Tissue Abnormality by Constructing Disease Manifolds. IEEE Computer Society Workshop on Mathematical Methods in Biomedical Image Analysis (MMBIA), Computer Vision and Pattern Recognition Workshops (CVPRW), pp 1-8, 2008. DOI: 10.1109/CVPRW.2008.4563027

Fan Y, Batmanghelich N, Clark C, Davatzikos C. Spatial Patterns of Brain Atrophy in MCI Patients, Identified via High-dimensional Pattern Classification, Predict Subsequent Cognitive Decline. NeuroImage, 39(4), pp 1731-43, 2008. PMID: 18053747 PMCID: PMC2861339 DOI: 10.1016/j.neuroimage.2007.10.031

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