%0 Journal Article %T A general theory of intertemporal decision-making and the perception of time %A Vijay M. K. Namboodiri %A Stefan Mihalas %A Tanya M. Marton %A Marshall G. Hussain Shuler %J Frontiers in Behavioral Neuroscience %D 2014 %I Frontiers Media %R 10.3389/fnbeh.2014.00061 %X Animals and humans make decisions based on their expected outcomes. Since relevant outcomes are often delayed, perceiving delays and choosing between earlier vs. later rewards (intertemporal decision-making) is an essential component of animal behavior. The myriad observations made in experiments studying intertemporal decision-making and time perception have not yet been rationalized within a single theory. Here we present a theory¡ªTraining-Integrated Maximized Estimation of Reinforcement Rate (TIMERR)¡ªthat explains a wide variety of behavioral observations made in intertemporal decision-making and the perception of time. Our theory postulates that animals make intertemporal choices to optimize expected reward rates over a limited temporal window which includes a past integration interval¡ªover which experienced reward rate is estimated¡ªas well as the expected delay to future reward. Using this theory, we derive mathematical expressions for both the subjective value of a delayed reward and the subjective representation of the delay. A unique contribution of our work is in finding that the past integration interval directly determines the steepness of temporal discounting and the non-linearity of time perception. In so doing, our theory provides a single framework to understand both intertemporal decision-making and time perception. %K decision-making %K discounting %K intertemporal choice theory %K time perception %K impulsivity %K scalar timing %U http://www.frontiersin.org/Journal/10.3389/fnbeh.2014.00061/abstract