Ten simple rules for the computational modeling of behavioral data.

Abstract:

:Computational modeling of behavior has revolutionized psychology and neuroscience. By fitting models to experimental data we can probe the algorithms underlying behavior, find neural correlates of computational variables and better understand the effects of drugs, illness and interventions. But with great power comes great responsibility. Here, we offer ten simple rules to ensure that computational modeling is used with care and yields meaningful insights. In particular, we present a beginner-friendly, pragmatic and details-oriented introduction on how to relate models to data. What, exactly, can a model tell us about the mind? To answer this, we apply our rules to the simplest modeling techniques most accessible to beginning modelers and illustrate them with examples and code available online. However, most rules apply to more advanced techniques. Our hope is that by following our guidelines, researchers will avoid many pitfalls and unleash the power of computational modeling on their own data.

journal_name

Elife

journal_title

eLife

authors

Wilson RC,Collins AG

doi

10.7554/eLife.49547

subject

Has Abstract

pub_date

2019-11-26 00:00:00

issn

2050-084X

pii

49547

journal_volume

8

pub_type

杂志文章

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