Hidden process models

ICML 2006 - Proceedings of the 23rd International Conference on Machine Learning

Volumn 2006, Issue , 2006, Pages 433-440

  Hutchinson, Rebecca A ^a   Mitchell, Tom M ^a   Rustandi, Indrayana ^a  

^a Carnegie Mellon University ^*  (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; COMPUTER SIMULATION; MAGNETIC RESONANCE IMAGING; MATHEMATICAL MODELS; PROBABILITY;

COGNITIVE PROCESSES; DYNAMIC BAYES NETWORKS; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HIDDEN PROCESS MODELS (HPM);

MARKOV PROCESSES;

EID: 33749244127     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. Boynton, G. M., Engel, S. A., Glover, G. H., & Heeger, D. J. (1996). Linear systems analysis of functional magnetic resonance imaging in human VI. The Journal of Neuroscience, 16, 4207-4221.
2. Dale, A. M. (1999). Optimal experimental design for event-related fMRI. Human Brain Mapping, 8, 109-114.
3. Ghahramani, Z. (1998). Learning dynamic Bayesian networks. Lecture Notes in Computer Science, 1387, 168-197.
4. Højen-Sørensen, P., Hansen, L. K., & Rasmussen, C. E. (2000). Bayesian modelling of fMRI time series. Proc. Conf. Advances in Neural Information Processing Systems, NIPS (pp. 754-760).
5. Keller, T., Just, M., & Stenger, V. (2001). Reading span and the time-course of cortical activation in sentence-picture verification. Annual Convention of the Psychonomic Society.
6. Mitchell, T. M., et al. (2004). Learning to decode cognitive states from brain images. Machine Learning, 57, 145-175.
7. Murphy, K. P. (2002). Dynamic bayesian networks. To appear in Probabilistic Graphical Models, M. Jordan.
8. Niculescu, R., & Mitchell, T. (2006). Bayesian network learning with parameter constraints. Journal of Machine Learning Research.
9. Zhang, L., Samaras, D., Alia-Klein, N., Volkow, N., & Goldstein, R. (2006). Modeling neuronal interactivity using dynamic bayesian networks. In Y. Weiss, B. Schölkopf and J. Platt (Eds.), Advances in neural information processing systems 18, 1595-1602. Cambridge, MA: MIT Press.