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Continuous decisions
Authors:Seng Bum Michael Yoo  Benjamin Yost Hayden  John M Pearson
Institution:1.Center for Neuroscience Imaging Research, Institute for Basic Science, Suwon, Republic of Korea, 16419;2.Department of Neuroscience, Center for Neuroengineering, Center for Magnetic Resonance Research, University of Minnesota, Minneapolis, MN 55455, USA;3.Department of Biostatistics and Bioinformatics, Center for Cognitive Neuroscience, Department of Neurobiology, Department of Electrical and Computer Engineering, Duke University, Durham, NC 27708, USA
Abstract:Humans and other animals evolved to make decisions that extend over time with continuous and ever-changing options. Nonetheless, the academic study of decision-making is mostly limited to the simple case of choice between two options. Here, we advocate that the study of choice should expand to include continuous decisions. Continuous decisions, by our definition, involve a continuum of possible responses and take place over an extended period of time during which the response is continuously subject to modification. In most continuous decisions, the range of options can fluctuate and is affected by recent responses, making consideration of reciprocal feedback between choices and the environment essential. The study of continuous decisions raises new questions, such as how abstract processes of valuation and comparison are co-implemented with action planning and execution, how we simulate the large number of possible futures our choices lead to, and how our brains employ hierarchical structure to make choices more efficiently. While microeconomic theory has proven invaluable for discrete decisions, we propose that engineering control theory may serve as a better foundation for continuous ones. And while the concept of value has proven foundational for discrete decisions, goal states and policies may prove more useful for continuous ones.This article is part of the theme issue ‘Existence and prevalence of economic behaviours among non-human primates’.
Keywords:open-world  continuous  embodied
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