Radu S. Niculescu, Ph.D.

machine learning

Tom Michael Mitchell	grad student	2005	Carnegie Mellon
(Exploiting parameter domain knowledge for learning in Bayesian networks.)

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Hutchinson RA, Niculescu RS, Keller TA, et al. (2009) Modeling fMRI data generated by overlapping cognitive processes with unknown onsets using Hidden Process Models. Neuroimage. 46: 87-104
Niculescu RS, Mitchell TM, Rao RB. (2007) Modeling the fMRI signal via Hierarchical Clustered Hidden Process Models. Amia ... Annual Symposium Proceedings / Amia Symposium. Amia Symposium. 558-62
Niculescu RS, Mitchell TM, Rao RB. (2007) A theoretical framework for learning Bayesian networks with parameter inequality constraints Ijcai International Joint Conference On Artificial Intelligence. 155-160
Niculescu RS, Mitchell TM, Rao RB. (2006) Bayesian network learning with parameter constraints Journal of Machine Learning Research. 7: 1357-1383
Niculescu RS, Mitchell TM, Bharat Rao R. (2005) Exploiting parameter related domain knowledge for learning in graphical models Proceedings of the 2005 Siam International Conference On Data Mining, Sdm 2005. 310-321
Mitchell TM, Hutchinson R, Niculescu RS, et al. (2004) Learning to decode cognitive states from brain images Machine Learning. 57: 145-175
Mitchell TM, Hutchinson R, Just MA, et al. (2003) Classifying instantaneous cognitive states from FMRI data. Amia ... Annual Symposium Proceedings / Amia Symposium. Amia Symposium. 465-9