Relevance vector machine analysis of functional neuroimages

2004 2nd IEEE International Symposium on Biomedical Imaging: Macro to Nano

Volumn 1, Issue , 2004, Pages 1004-1007

  Tzikas, Dimitris G ^a   Likas, Aristidis ^a   Galatsanos, Nikolas P ^a   Lukic, Ana S ^b   Wernick, Miles N ^b  

^a UNIVERSITY OF IOANNINA   (Greece)

^b Illinois Institute of Technology   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; MAGNETIC RESONANCE IMAGING; MARKOV PROCESSES; MATHEMATICAL MODELS; MEDICAL IMAGING; MONTE CARLO METHODS; STATISTICAL METHODS;

KERNEL FUNCTIONS; NEUROIMAGING; RELEVANCE VECTOR MACHINE (RVM); REVERSIBLE JUMP MARKOV CHAIN MONTE CARLO (RFMCMC) APPROACH;

NEUROLOGY;

EID: 17144430159     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. Berger J.O. Statistical Decision Theory and Bayesian Analysis, 2nd Edition, Springer-Verlag, New York 1985.
2. Bowman A., Hall P. and Prvan T. "Bandwith selection for the smoothing of distribution functions", Biometrika, Volume 85, Issue 4, pp. 799-808, 1998.
3. nd edition, 2000
4. Lukic A. S., Wernick M. N., Galatsanos N. P., Yang Y., Strother S. C. "A Reversible Jump Markov Chain Monte Carlo Algorithm for Analysis of Functional Neuroimages" IEEE International Conference on Image Processing, Rochester, NY, September 2002.
5. Lukic A. S., Wernick M. N., Strother S. C. "An evaluation of methods for detecting brain activations from functional neuroimages" Artificial Intelligence in Medicine 25(2002) 69-88.
6. MacKay D. J. C. "Bayesian Interpolation" Neural Computation 4(3):415-447, 1992.
7. Strother S. C., Wernick M. N. "Technical Report: Deducing the Statistical Properties of Brain activation from Real Data for Use in Constructing Phantoms" www.ipl.iit.edu/IPL_papers/ipl_iit_101.pdf
8. Tipping M. E., Faul A. "Fast Marginal Likelihood Maximisation for Sparse Bayesian Models" Proceedings of the Ninth International Workshop on Artificial Intelligence and Statistics, Jan 3-6, 2003.
9. Tipping M. E. "Sparse Bayesian Learning and the Relevance Vector Machine" Journal of Machine Learning Research 1 (2001) 211-244.