Analyzing neural dynamics by considering higher-order interaction, and also the effect of time on reward prediction In my talk, I report two lines of research-in-progress of my laboratory. First, we present our analysis of neural activity interaction, including higher-order ones, partly based on information geometry. Second, we discuss our analysis of the effect of time representation of reinforcement learning for value-based decision-making and dopamine neural activity.