In this paper, we propose a normative approach to modeling apparently human irrational decision making (cognitive biases) that makes use of inherently rational computational mechanisms. We view preferential choice tasks as sequential problems and formulate them Partially Observable Markov Decision Processes (POMDPs). The resulting model learns what information gather about which options, whethe...
