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Understanding the effects of motivation on instrumental action selection, and specifically on its two main forms, goal-directed and habitual control, is fundamental to the study of decision making.

This thesis provides a normative computational analysis of how motivation affects decision making. More specifically, we provide a reinforcement learning model of optimal self-paced (free-operant) ...