FMRI group analysis combining effect estimates and their variances

► Our frequentist approach for group analysis incorporates within-subject variability. ► Outliers are modeled with a Laplace distribution in cross-subject variability. ► Significance testing with our t-statistic is more powerful on average. ► Our approach is well balanced in achieving power and in controlling type I errors. ► The approach has relatively low computational cost.