Stability-based multivariate mapping using SCoRS

Proceedings - 2013 3rd International Workshop on Pattern Recognition in Neuroimaging, PRNI 2013

Volumn , Issue , 2013, Pages 198-202

  Rondina, Jane Maryam ^a   Shawe Taylor, John ^a   Mourao Miranda, Janaina ^a,b  

^a UNIVERSITY COLLEGE LONDON   (United Kingdom)

^b KING'S COLLEGE LONDON   (United Kingdom)

Author keywords

brain mapping; feature selection; interpretability; Optimization; reproducibility; stability

Indexed keywords

CLASSIFICATION ACCURACY; FALSE POSITIVE RATES; FEATURE SELECTION METHODS; INTERPRETABILITY; OPTIMIZATION APPROACH; PARAMETER OPTIMIZATION; REPRODUCIBILITIES; STANDARD OPTIMIZATION;

BRAIN MAPPING; CLASSIFICATION (OF INFORMATION); CONVERGENCE OF NUMERICAL METHODS; FEATURE EXTRACTION; NEUROIMAGING; PATTERN RECOGNITION; PRASEODYMIUM ALLOYS;

OPTIMIZATION;

EID: 84885198820     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PRNI.2013.58     Document Type: Conference Paper

References (8)

1. J. Rondina, J. Shawe-Taylor, and J. Mourao-Miranda, "A new feature selection method based on stability theory-exploring parameters space to evaluate classification accuracy in neuroimaging data," LNAI Survey of the state of the art MLINI, vol. 7263, pp. 58-66, 2012
2. N. Meinshausen and P. Buhlmann, "Stability selection," J. R. Stat. Soc., vol. 72, pp. 417-473, 2010
3. R. Tibshirani, "Regression shrinkage and selection via the lasso. " J. R. Stat. Soc., vol. 58, pp. 267-288, 1996
4. B. Boser, I. Guyon, and V. Vapnik, "A training algorithm for optimal margin classifiers. " 5th Annual ACM Workshop, p. 144152, 1992
5. V. Vapnik, Statistical Learning Theory. Wiley, 1998
6. P. Rasmussen, L. Hansen, K. Madsen, N. Churchill, and S. Strother, "Model sparsity and brain pattern interpretation of classification models in neuroimaging," Pattern Recognition, vol. 45, pp. 2085-2100, 2012
7. T. Hahn, A. Marquand, A. Ehlis, T. Dresler, S. Kittel-Schneider, T. Jarczok, K. Lesch, P. Jakob, J. Mourao-Miranda, M. Brammer, and A. Fallgatter, "Integrating neurobiological markers of depression," Arch Gen Psychiatry, vol. 68, no. 4, pp. 361-368, 2011
8. J. Mourao-Miranda, E. Reynaud, F. McGlone, G. Calverte, and M. Brammer, "The impact of temporal compression and space selection on svm analysis of single-subject and multi-subject fmri data," Neuroimage, vol. 33, no. 4, pp. 1055-1065, 2006.