Proactive Information Sampling in Value-Based Decision-Making: Deciding When and Where to Saccade.

Abstract:

:Evidence accumulation has been the core component in recent development of perceptual and value-based decision-making theories. Most studies have focused on the evaluation of evidence between alternative options. What remains largely unknown is the process that prepares evidence: how may the decision-maker sample different sources of information sequentially, if they can only sample one source at a time? Here we propose a theoretical framework in prescribing how different sources of information should be sampled to facilitate the decision process: beliefs for different noisy sources are updated in a Bayesian manner and participants can proactively allocate resource for sampling (i.e., saccades) among different sources to maximize the information gain in such process. We show that our framework can account for human participants' actual choice and saccade behavior in a two-alternative value-based decision-making task. Moreover, our framework makes novel predictions about the empirical eye movement patterns.

journal_name

Front Hum Neurosci

authors

Song M,Wang X,Zhang H,Li J

doi

10.3389/fnhum.2019.00035

subject

Has Abstract

pub_date

2019-02-11 00:00:00

pages

35

issn

1662-5161

journal_volume

13

pub_type

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