For BCI systems, it is important to have an accurate and less complex architecture control a device with enhanced accuracy. In this paper, novel methodology for more detection of the hemodynamic response has been developed using multimodal brain-computer interface (BCI). An integrated classifier achieving better classification accuracy two modalities. EEG-fNIRS-based vector-phase analysis (VPA)...