"Predicting Human Brain Activity Associated with the Meanings of Nouns," T. M. Mitchell, S. V. Shinkareva, A. Carlson, K.M. Chang, V. L. Malave, R. A. Mason, and M. A. Just, Science, 320, 1191, May 30, 2008. DOI: 10.1126/science.1152876. Supporting Online Material, Supporting website.
"Computational Models of Neural Representations in the Human Brain," (extended abstract) T.M. Mitchell, DS 2008, Lecture Notes in Artificial Intelligence 5255, J.-F. Boulicaut, M.R. Berthold, and T. Horvarth (Eds.), Springer-Verlag Berlin Heidelberg, pp. 26–27, 2008.
"Using fMRI Brain Activation to Identify Cognitive States Associated with Perception of Tools and Dwellings," S.V. Shinkareva, R.A. Mason, V.L. Malave, W. Wang, T. M. Mitchell, and M. A. Just, PLoS ONE 3(1): e1394. doi:10.1371/journal.pone.0001394, January 2, 2008.
"Classification in Very High Dimensional Problems with Handfuls of Examples", Mark Palatucci and Tom Mitchell, Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD). September 2007.
"Classifying Multiple-Subject fMRI Data Using the Hierarchical Gaussian Naïve Bayes Classifier", Indrayana Rustandi, 13th Conference on Human Brain Mapping. June 2007.
"Hidden Process Models", Tom M. Mitchell, Rebecca Hutchinson, Indrayana Rustandi, 23rd International Conference on Machine Learning. June 2006.
"The Support Vector Decomposition Machine" , F. Pereira, G. Gordon, 23rd International Conference on Machine Learning. June 2006."Decoding of semantic category information from single trial fMRI activation in response to word stimuli, using searchlight voxel selection" , F. Pereira, R. Mason, M. Just, T. Mitchell, N. Kriegeskorte, 12th Conference on Human Brain Mapping. June 2006.
"Hidden Process Models," Tom M. Mitchell, Rebecca Hutchinson, Indrayana Rustandi, CMU Technical Report CS-CALD-05-116. February 17, 2006.
"Learning to Identify Overlapping and Hidden Cognitive Processes from fMRI Data,"R. Hutchinson, T.M. Mitchell, I. Rustandi, 11th Conference on Human Brain Mapping. June 2005.
"Learning to Decode Cognitive States from Brain Images,"T.M. Mitchell, R. Hutchinson, R.S. Niculescu, F.Pereira, X. Wang, M. Just, and S. Newman, Machine Learning, Vol. 57, Issue 1-2, pp. 145-175. October 2004.
"Training fMRI Classifiers to Discriminate Cognitive States across Multiple Subjects", X. Wang, R. Hutchinson, and T. M. Mitchell, Neural Information Processing Systems 2003. December 2003.
"Classifying Instantaneous Cognitive States from fMRI Data," T. Mitchell, R. Hutchinson, M. Just, R.S. Niculescu, F. Pereira, X. Wang, American Medical Informatics Association Symposium, October 2003. (received Best Foundational Paper Award)
"Distinguishing natural language processes on the basis of fMRI-measured brain activation," F. Pereira, M. Just, T. Mitchell, PKDD 2001, Freiburg, Germany, 2001.
Working Papers:
Temporal Feature Selection for fMRI Analysis, Mark Palatucci, Working Paper, February 2007.
Understanding Feature Selection in Functional Magnetic Resonance Imaging, J. Pujara, Master's thesis, Computer Science Dept., Carnegie Mellon University, May 2005.
Learning Common Features from fMRI Data of Multiple Subjects, J. Ramish, Summer Undergraduate Project Report, August 2004.
Using machine learning to detect cognitive states across multiple subjects, X. Wang, CALD KDD Project report, May, 2003.