Task-related component analysis for functional neuroimaging and application to near-infrared spectroscopy data

► Task-relatedness is defined by consistent appearance of a signal in task blocks. ► Task-related components are constructed by a weighted sum of multiple time courses. ► The weights are optimized to maximize covariance of components between blocks. ► Task-related component analysis (TRCA) is successfully applied to fNIRS data.