Robust principal component analysis for brain imaging

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 8131 LNCS, Issue , 2013, Pages 288-295

  Georgieva, Petia ^a   De La Torre, Fernando ^b  

^a UNIVERSITY OF AVEIRO   (Portugal)

^b CARNEGIE MELLON UNIVERSITY   (United States)

Author keywords

brain imaging; functional Magnetic Resonance Imaging; robust principal component analysis

Indexed keywords

BRAIN IMAGING; CLASSIFICATION ACCURACY; DIMENSIONALITY REDUCTION; FUNCTIONAL MAGNETIC RESONANCE IMAGES (FMRI); FUNCTIONAL MAGNETIC RESONANCE IMAGING; INTRA-SAMPLE OUTLIERS; LEAST-SQUARE TECHNIQUES; ROBUST PRINCIPAL COMPONENT ANALYSIS;

ERRORS; IMAGE PROCESSING; MAGNETIC RESONANCE IMAGING; NEURAL NETWORKS; NEUROIMAGING; PIXELS; PRINCIPAL COMPONENT ANALYSIS; STATISTICS;

ROBUST CONTROL;

EID: 84884970055     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-40728-4_36     Document Type: Conference Paper

References (7)

1. Friston, K.J.: Introduction to statistical parametric mapping. In: Frackowiak, et al (ed.) Human Brain Function (2003)
2. Mitchell, T., Hutchinson, R., Niculescu, R., Pereira, F., Wang, X.: Learning to Decode Cognitive States from Brain Images. Machine Learning 57, 145-175 (2004)
3. Hutchinson, R., Niculescu, R., Keller, T., Rustandi, I., Mitchell, T.: Modeling fMRI data generated by overlapping cognitive processes with unknown onsets using Hidden Process Models. NeuroImage 46, 87-104 (2009)
4. De la Torre, F., Black, M.: Robust Principal Component Analysis for Computer Vision. In: IEEE Int. Conf. on Computer Vision, Vancouver, Canada (2001)
5. Georgieva, P., Nuntal, N., De la Torre, F.: Robust Principal Component Analysis for improving cognitive brain states discrimination from fMRI IbPRIA. In: 6th Iberian Conference on Pattern Recognition and Image Analysis Madeira, Portugal, June 5-7 (accepted, 2013)
6. Keller, T., Just, M., Stenger, V.: Reading span and the time-course of cortical activation in sentencepicture verification. In: Annual Convention of the Psychonomic Society, Orlando, FL. (2001)
7. http://www.cs.cmu.edu/afs/cs.cmu.edu/project/theo-81/www/