Computer Science
Carroll, M.K. (2011). fMRI Mind Readers: Sparsity, Spatial Structure, and Reliability. Ph.D. Thesis, Princeton University. Full text (PDF) Slides (pps)
Carroll, M.K., Cecchi, G.A., Rish, I., Garg, R., Rao, A.R. (2009). Prediction and Interpretation of Distributed Neural Activity with Sparse Models. Neuroimage, 44(1), 112-122.
Carroll, M.K., Dudik, M. (2007). Feature Induction on fMRI Images Using Regularized Logistic Regression. Poster presented at the 13th Annual Meeting of the Organization for Human Brain Mapping (OHBM). Chicago, IL.
Carroll, M.K., Dudik, M., Schapire, R.E., Norman, K.A. (2006). Feature Induction Using Boosting and Logistic Regression on fMRI Images. Paper presented at the NIPS 2006 Workshop on New Directions on Decoding Mental States from fMRI Data. Whistler, BC.
Carroll, M.K., Norman, K.A., Haxby, J.V., Schapire, R.E. (2006). Exploiting Spatial Information to Improve fMRI Pattern Classification. Poster to be presented at the 12th Annual Meeting of the Organization for Human Brain Mapping (OHBM). Florence, Italy. (pdf)
Carroll, M.K., Cha, S. (2003). Application of Stacked Generalization to a Protein Localization Prediction Task. Proceedings, Atlantic Symposium on Computational Biology and Genome Informatics, 7th Joint Conference on Information Sciences (JCIS 2003), Cary, NC, 923-926. Full text (pdf) Slides (pps)
Carroll, M.K. (2003). The Performance of Evolutionary Artificial Neural Networks in Unambiguous and Ambiguous Learning Situations. Technical Report No. 189, Pace University School of Computer Science and Information Systems. Originally published as Carroll, M.K. (2002). A Comparison of Various Genetic and Non-Genetic Algorithms for Aiding the Design of an Artificial Neural Network that Learns the Wisconsin Card Sorting Test Task. Masters Thesis, Pace University. Full text (pdf)
Psychiatry
Meyers, B.S., Sirey, J.A., Bruce, M., Hamilton, M., Raue, P., Friedman, S.J., Rickey, C., Kakuma, T., Carroll, M.K., Kiosses, D., & Alexopoulos, G. (2002). Predictors of Early Recovery from Major Depression Among Persons Admitted to Community-Based Clinics: An Observational Study. Archives of General Psychiatry, 59(8):729-35. Abstract (PubMed HTML)
Carroll, M.K., Murphy, C.F., Kiosses, D.N., & Alexopoulos, G.S. (2001). The Modified Card Sorting Test as a Measure of Executive Dysfunction in Geriatric Depression. Poster presented at the 2nd Annual Aging Symposium, Cornell Center for Aging Research and Clinical Care, New York, NY. Abstract (pdf) Poster slides (pps)