Comparing within-subject classification and regularization methods in fMRI for large and small sample sizes - Churchill, Nathan W.; Yourganov, Grigori; Strother, Stephen C. (Human brain mapping, 2014)
Keywords: Adult; Biological and medical sciences; BOLD fMRI; Brain - blood supply; Brain - physiology; Brain Mapping - methods; Cerebrovascular Circulation - physiology; data-driven metrics; Female; head motion; Humans; Investigative techniques, diagnostic techniques (general aspects); Logistic Models; Magnetic Resonance Imaging - methods; Male; Medical sciences; Miscellaneous; model optimization; multivariate analysis; Nervous system; Neuropharmacology; Oxygen - blood; Pharmacology. Drug treatments; physiological noise; preprocessing; Principal Component Analysis; Radiodiagnosis. Nmr imagery. Nmr spectrometry; Reproducibility of Results; Sample Size; Signal Processing, Computer-Assisted; Signal-To-Noise Ratio; Support Vector Machine; Young Adult; Human; Motion; Nervous system diseases; Head; Radiodiagnosis; Sample size; Noise; preprocessing; head motion; physiological noise; Multivariate analysis; data-driven metrics; Nuclear magnetic resonance imaging; Optimization; BOLD fMRI; Regularization method; Classification; Models; model optimization; multivariate analysis