Selected Publications

  1. Tung, N., Upfal, E., Sanes, J., and Eloyan, A. (2021) Neuro-Hotnet: Functional Connectivity Estimation in High Dimensions. arXiv

  2. Meng, K. and Eloyan, A. (2021) Principal Manifolds: A Framework Using Sobolev Spaces and Model Complexity Selection Using Mixture Densities. Journal of Royal Statistical Society - Series B. 83, 2, 369-394.

  3. Apostolova, L.G., Aisen, P., Antonopoulos, G., Eloyan, A., Fagan, A., Fargo, K., Foroud, T., Gatsonis, C., Jack, C., Kramer, J., Koeppe, R., Toga, A., Vemuri, P., Trullinger, A., Iaccarino, L., Day, G., Graff-Radford, N., Honig, L., Jones, D., Masdeu, J., Mendez, M., Musiek, E., Onyike, C., Rogalski, E., Salloway, S., Wolk, D., Wingo, T.S., Carrillo, M.C., Dickerson, B., Rabinovici, G.D., the LEADS Consortium. (2021) The Longitudinal Early-onset Alzheimer's Disease Study (LEADS): Framework and Methodology Alzheimer's and Dementia.

  4. Eloyan, A., Yue, M.S., Khachatryan, D. (2020) Statistical Analysis of Tumor Heterogeneity for Radiomics in Cancer. Statistics in Medicine. 39: 4704 - 4723.

  5. Hu, M., Crainiceanu, C.M., Shinohara, R.T., and Eloyan, A. (2020) Matrix Decomposition for Modeling Lesion Development Processes in Multiple Sclerosis. Biostatistics.

  6. Hu, M., Schindler, M.K., Dewey, B.E., Reich, D.S., Shinohara, R.T., and Eloyan, A. (2020) Experimental Design and Sample Size Considerations in Longitudinal MRI Based Biomarker Detection for Multiple Sclerosis. Statistical Methods in Medical Research. 29, 9, 2617 - 2628.

  7. Fritz, N.E., Edwards, E., Keller, J., Eloyan, A., Calabresi, P.A., and Zackowski, K.M. (2020) Combining magnetization transfer ratio MRI and quantitative measures of walking improves the identification of fallers in MS. Brain Sciences.

  8. Fritz, N.E., Eloyan, A., Al-Louzi, O., Costello, G., Chen, M., Calabresi, P.A., and Zackowski, K.M. (2019) Quantitative Vibratory Sensation Measurement is Indicative of Sensory Cortical Thickness in MS. Annals of Clinical and Translational Neurology. 6, 3, 586-595.

  9. Fritz, N.E., Eloyan, A., Baynes, M., Newsome, S., Calabresi, P.A., and Zackowski, K.M. (2018) Distinguishing among Multiple Sclerosis Fallers, Near-Fallers and Non-Fallers. Multiple Sclerosis and Related Disorders. 19, 99-104.

  10. Mejia, A.F., Nebel, M.B., Eloyan, A., Caffo, B.S., and Lindquist, A.M. (2017) PCA leverage: outlier detection for high-dimensional functional magnetic resonance imaging data. Biostatistics. 18, 3, 521-536.

  11. Sweeney, E.M. , Shinohara, R.T., Dewey, B.E., Schindler, M.K., Muschelli, J.M., Reich, D.S., Crainiceanu, C.M., and Eloyan, A. (2016) Relating multi-sequence longitudinal intensity profiles and clinical covariates in new multiple sclerosis lesions. NeuroImage: Clinical. 10, 1-17.

  12. Nebel, M.B., Eloyan, A., Nettles, C., Ament, K., Sweeney, K., Ward, R., Barber, A.D., Choe. A., Pekar, J.J., and Mostofsky, S.H. (2015) Reduced intrinsic visual-motor synchrony relates to autism severity. Biological Psychiatry. Link

  13. Fritz, N.E., Newsome, S., Eloyan, A., Marasigan, R.E.R., Calabresi, P.A., and Zackowski, K.M. (2015) Longitudinal relationships among posturography and gait measures in multiple sclerosis. Neurology. 84, 20, 2048-2056. Link

  14. Eloyan, A., Shou, H., Shinohara, R.T., Sweeney, E.M., Nebel, M.B., Cuzzocreo, J.L., Reich, D.S., Lindquist, M.A., and Crainiceanu, C.M. (2014) Health eects of lesion localization in multiple sclerosis: Spatial registration and confounding adjustment. PLoS One. 9, 9. Link

  15. Shou, H., Eloyan, A., Nebel, M.B., Pekar, J.J., Mejia, A., Mostofsky, S.H., Cao, B.S., Lindquist, M.A., and Crainiceanu, C.M. (2014) Shrinkage prediction of seed-voxel brain connectivity using resting state fMRI. NeuroImage. Link

  16. Nebel, M.B., Eloyan, A., Barber, A.D., and Mostofsky, S.H. (2014) Precentral gyrus functional connectivity signatures of autism. Frontiers in Systems Neuroscience. 8, 80. Link

  17. Eloyan, A., Li, S., Muschelli, J., Pekar, J.J., Mostofsky, S.H., and Caffo, B.S. (2014) Analytic programming with fMRI data: a quick-start guide for statisticians using R. PLoS One. Link

  18. Eloyan, A., Crainiceanu, C.M. and Caffo, B.S. (2013) Likelihood Based Population Independent Component Analysis. Biostatistics. 14, 3, 514-527. Link

  19. Eloyan, A. and Ghosh, S.K. (2013) A Semiparametric Approach to Source Separation using Independent Component Analysis. Computational Statistics and Data Analysis. 58, 383-396. Link

  20. Li, S., Eloyan, A., Joel, S., Mostofsky S.H., Pekar, J.J., Basset, S.S. and Caffo, B.S. (2012) Analysis of group ICA-based connectivity measures from fMRI: application to Alzheimer's Disease. PLoS One. 7 (11). Link

  21. Eloyan, A., Muschelli, J., Nebel, M.B., Liu, H., Han, F., Zhao, T., Barber, A.D., Joel, S., Pekar, J.J., Mostofsky, S.H. and Caffo, B.S. (2012) Automated diagnoses of attention deficit hyperactive disorder using magnetic resonance imaging. Frontiers in Systems Neuroscience. 6:61. Link

  22. Eloyan, A. and Ghosh, S.K. (2011) Smooth Density Estimation with Moment Constraints Using Mixture Distributions. Journal of Nonparametric Statistics. 23 (2), 513-531. Link

  23. Hakopian, Y.R. and Eloyan, A.N. (2007) The Moore-Penrose inverse of block magic rectangles. International Journal of Mathematical Education in Science and Technology. 38 (8), 1093-1102.

  24. Hakopian, Y.R., Eloyan, A.N. and Khachatryan, D.E. (2006) About magic rectangles. International Journal of Mathematical Education in Science and Technology. 37 (4/15), 475-483.