4.7 Article

Temporal oscillations in preference strength provide evidence for an open system model of constructed preference

期刊

SCIENTIFIC REPORTS
卷 11, 期 1, 页码 -

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NATURE PORTFOLIO
DOI: 10.1038/s41598-021-87659-0

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资金

  1. National Science Foundation [SBE-0955410, DGE-1424871]
  2. Air Force Office of Scientific Research [FA9550-15-1-0343]

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The decision process is conceptualized as a constructive process in which decision makers accumulate information to form preferences and make responses. Choices made early in time strongly influence the oscillation pattern of preference strength over time. Two sources of uncertainty, epistemic and ontic uncertainty, are incorporated in a dynamic model explaining the oscillations in preference and the impact of choice on preference formation.
The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference strength. Across two experiments, we observed that mean preference strength systematically oscillated over time and found that eliciting a choice early in time strongly affected the pattern of preference oscillation later in time. Preferences following choices oscillated between being stronger than those without prior choice and being weaker than those without choice. To account for these phenomena, we develop an open system dynamic model which merges the dynamics of Markov random walk processes with those of quantum walk processes. This model incorporates two sources of uncertainty: epistemic uncertainty about what preference state a decision maker has at a particular point in time; and ontic uncertainty about what decision or judgment will be observed when a person has some preference state. Representing these two sources of uncertainty allows the model to account for the oscillations in preference as well as the effect of choice on preference formation.

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