Revisiting foraging approaches in neuroscience
Many complex real-world decisions, such as deciding which house to buy or whether to switch jobs, involve trying to maximize reward across a sequence of choices. Optimal Foraging Theory is well suited to study these kinds of choices because it provides formal models for reward-maximization in sequen...
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Published in | Cognitive, affective, & behavioral neuroscience Vol. 19; no. 2; pp. 225 - 230 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
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Springer US
01.04.2019
Springer Nature B.V |
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Abstract | Many complex real-world decisions, such as deciding which house to buy or whether to switch jobs, involve trying to maximize reward across a sequence of choices. Optimal Foraging Theory is well suited to study these kinds of choices because it provides formal models for reward-maximization in sequential situations. In this article, we review recent insights from foraging neuroscience, behavioral ecology, and computational modelling. We find that a commonly used approach in foraging neuroscience, in which choice items are encountered at random, does not reflect the way animals direct their foraging efforts in certain real-world settings, nor does it reflect efficient reward-maximizing behavior. Based on this, we propose that task designs allowing subjects to encounter choice items strategically will further improve the ecological validity of foraging approaches used in neuroscience, as well as give rise to new behavioral and neural predictions that deepen our understanding of sequential, value-based choice. |
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AbstractList | Many complex real-world decisions, such as deciding which house to buy or whether to switch jobs, involve trying to maximize reward across a sequence of choices. Optimal Foraging Theory is well suited to study these kinds of choices because it provides formal models for reward-maximization in sequential situations. In this article, we review recent insights from foraging neuroscience, behavioral ecology, and computational modelling. We find that a commonly used approach in foraging neuroscience, in which choice items are encountered at random, does not reflect the way animals direct their foraging efforts in certain real-world settings, nor does it reflect efficient reward-maximizing behavior. Based on this, we propose that task designs allowing subjects to encounter choice items strategically will further improve the ecological validity of foraging approaches used in neuroscience, as well as give rise to new behavioral and neural predictions that deepen our understanding of sequential, value-based choice. Many complex real-world decisions, such as deciding which house to buy or whether to switch jobs, involve trying to maximize reward across a sequence of choices. Optimal Foraging Theory is well suited to study these kinds of choices because it provides formal models for reward-maximization in sequential situations. In this article, we review recent insights from foraging neuroscience, behavioral ecology, and computational modelling. We find that a commonly used approach in foraging neuroscience, in which choice items are encountered at random, does not reflect the way animals direct their foraging efforts in certain real-world settings, nor does it reflect efficient reward-maximizing behavior. Based on this, we propose that task designs allowing subjects to encounter choice items strategically will further improve the ecological validity of foraging approaches used in neuroscience, as well as give rise to new behavioral and neural predictions that deepen our understanding of sequential, value-based choice.Many complex real-world decisions, such as deciding which house to buy or whether to switch jobs, involve trying to maximize reward across a sequence of choices. Optimal Foraging Theory is well suited to study these kinds of choices because it provides formal models for reward-maximization in sequential situations. In this article, we review recent insights from foraging neuroscience, behavioral ecology, and computational modelling. We find that a commonly used approach in foraging neuroscience, in which choice items are encountered at random, does not reflect the way animals direct their foraging efforts in certain real-world settings, nor does it reflect efficient reward-maximizing behavior. Based on this, we propose that task designs allowing subjects to encounter choice items strategically will further improve the ecological validity of foraging approaches used in neuroscience, as well as give rise to new behavioral and neural predictions that deepen our understanding of sequential, value-based choice. |
Author | Hall-McMaster, Sam Luyckx, Fabrice |
Author_xml | – sequence: 1 givenname: Sam surname: Hall-McMaster fullname: Hall-McMaster, Sam email: sam.hall-mcmaster@psy.ox.ac.uk organization: Department of Experimental Psychology, New Radcliffe House, Radcliffe Observatory, University of Oxford, Oxford Centre for Human Brain Activity, Department of Psychiatry, Warneford Hospital, University of Oxford – sequence: 2 givenname: Fabrice surname: Luyckx fullname: Luyckx, Fabrice organization: Department of Experimental Psychology, New Radcliffe House, Radcliffe Observatory, University of Oxford |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/30607832$$D View this record in MEDLINE/PubMed |
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Keywords | Foraging theory Sequential decision-making Reward-maximization |
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SubjectTerms | Animal behavior Animal cognition Animals Behavioral Science and Psychology Brain - physiology Choice Behavior Cognitive Psychology Computational neuroscience Decision making Ecology Humans Mars Memory Nature Nervous system Neurons Neurosciences Optimal foraging Physiology Population biology Psychology Reinforcement Reward Theoretical Review Theory |
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