Literature DB >> 34570638

Generating Options and Choosing Between Them Depend on Distinct Forms of Value Representation.

Adam Morris1, Jonathan Phillips2, Karen Huang3, Fiery Cushman1.   

Abstract

Humans have a remarkable capacity for flexible decision-making, deliberating among actions by modeling their likely outcomes. This capacity allows us to adapt to the specific features of diverse circumstances. In real-world decision-making, however, people face an important challenge: There are often an enormous number of possibilities to choose among, far too many for exhaustive consideration. There is a crucial, understudied prechoice step in which, among myriad possibilities, a few good candidates come quickly to mind. How do people accomplish this? We show across nine experiments (N = 3,972 U.S. residents) that people use computationally frugal cached value estimates to propose a few candidate actions on the basis of their success in past contexts (even when irrelevant for the current context). Deliberative planning is then deployed just within this set, allowing people to compute more accurate values on the basis of context-specific criteria. This hybrid architecture illuminates how typically valuable thoughts come quickly to mind during decision-making.

Entities:  

Keywords:  consideration sets; decision-making; open data; open materials; planning; preregistered; reinforcement learning; value

Year:  2021        PMID: 34570638     DOI: 10.1177/09567976211005702

Source DB:  PubMed          Journal:  Psychol Sci        ISSN: 0956-7976


  2 in total

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Journal:  Appl Res Qual Life       Date:  2022-06-22

2.  Active Consideration of Future Health Can Be Prompted by Simple Health Messages and Improves Nutritional Quality of Food Choices.

Authors:  Christopher R Gustafson
Journal:  Front Nutr       Date:  2022-07-07
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