Using non-negative matrix factorization for single-trial analysis of fMRI data

NeuroImage

Volumn 37, Issue 4, 2007, Pages 1148-1160

  Lohmann, Gabriele ^a   Volz, Kirsten G ^a   Ullsperger, Markus ^a  

^a MAX PLANCK INSTITUTE FOR HUMAN COGNITIVE AND BRAIN SCIENCES   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; BRAIN REGION; FUNCTIONAL MAGNETIC RESONANCE IMAGING; INDEPENDENT COMPONENT ANALYSIS; NEUROIMAGING; PRINCIPAL COMPONENT ANALYSIS; PRIORITY JOURNAL; SIGNAL NOISE RATIO;

ALGORITHMS; BRAIN; BRAIN CHEMISTRY; CLUSTER ANALYSIS; COMPUTER SIMULATION; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; OXYGEN; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS;

EID: 34548525757     PISSN: 10538119     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2007.05.031     Document Type: Article

References (22)

1. Bellman R. Adaptive Control Processes (1961), Princeton University Press, Princeton, NJ
2. Bell A.J., and Sejnowski T.J. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 7 (1995) 1129-1159
3. Donnet S., Lavielle J.-B., and Poline. Are fMRI event-related response constant in time? A model selection answer. NeuroImage 31 (2006) 1169-1176
4. Friedman J. On bias, variance, 0/1-losses and the curse of dimensionality. Data Min. Knowl. Discov. 1 (1997) 55-77
5. Friston K.J., Buechel C., Fink G.R., Morris J., Rolls E., and Dolan R.J. Psychophysiological and modulatory interactions in neuroimaging. NeuroImage 6 (1997) 218-229
6. Fukunaga K. Statistical Pattern Recognition (1990), Academic Press
7. Gersho A., and Gray R.M. Vector Quantization and Signal Compression (1992), Kluwer Academic Publishers, Boston
8. Goldstein D.G., and Gigerenzer G. Models of ecological rationality: the recognition heuristic. Psychol. Rev. 109 (2002) 75-90
9. Gusnard D.A., Akbudak E., Shulman G.L., and Raichle M.E. Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. PNAS 98 7 (2001) 4259-4264
10. Hotelling, H., 1933. Analysis of complex statistical variables in principal components. J. Educ. Psychol. 24, 417-441, 498-520.
11. Kerns J.G., Cohen J.D., MacDonald A.W., Cho R.Y., Stenger V.A., and Carter C.S. Anterior cingulate conflict monitoring and adjustments in control. Science 303 (2004) 1023-1026
12. Lee D.D., and Seung S. Learning the parts of objects by non-negative matrix factorization. Nature 401 (1999) 788-791
13. Lohmann G., Volz K.G., and von Cramon D.Y. Single trial analysis using non-negative matrix factorizations. Human Brain Mapping Meeting, Florence, Italy (2006)
14. McKeown M.J., Makeig S., Brown G.G., Jung T.-P., Kindermann S.S., Bell A.J., and Sejnowski T.J. Analysis of fMRI data by blind separation into independent spatial components. Hum. Brain Mapp. 6 (1998) 160-188
15. Paatero P., and Tapper U. Positive matrix factorization: a non-negative factor model with optimal utilization of error estimates of data values. Environmetrics 5 (1994) 111-126
16. Pascual-Montano A., Kochi K., Lehmann D., and Pascual-Marqui R.D. Nonsmooth non-genative matrix factorization (nsNMF). IEEE Trans. Pattern Anal. Mach. Intell. 28 3 (2006) 403-415
17. Press W.H., Teukolsky S.A., Vetterling W.T., and Flannery B.P. Numerical Recipes in C. 2nd edition (1992), Cambridge University Press
18. Ridderinkhof K.R., Ullsperger M., Crone E.A., and Nieuwenhuis S. The role of the medial frontal cortex in cognitive control. Science 306 (2004) 443-447
19. Schnyer D.M., Nicholls L., and Verfaellie M. The role of the VMPFC in metamemorial judgments of content retrievability. J. Cogn. Neurosci. 17 5 (2005) 832-846
20. Volz K.G., Schooler L.J., Schubotz R.I., Raab M., Gigerenzer G., and von Cramon D.Y. Why you think Milan is larger than Modena: the neural correlates of the recognition heuristic. J. Cogn. Neurosci. 18 11 (2006) 1924-1936
21. Yonelinas A.P., Otten L.J., Shaw K.N., and Rugg M.D. Separating the brain regions involved in recollection and familiarity in recognition memory. J. Cogn. (2005) 25
22. Zysset S., Huber O., Ferstl E., and von Cramon D.Y. The anterior frontomedian cortex and evaluative judgment: an fMRI study. J. Cogn. Neurosci. 15 4 (2002) 983-991