Computational modeling approaches to emotional development

Dev Psychol. 2025 Apr;61(4):679-690. doi: 10.1037/dev0001830. Epub 2024 Sep 26.

Abstract

Computational models of development have the potential to address a key challenge in emotional development research: investigating not only what changes across development but also how these changes come about. Drawing on connectionist and Bayesian methods, this review considers how computational modeling could augment the processes of theorizing and behavioral research to investigate causal processes underlying emotional development. As an illustrative example, we consider how different modeling approaches could help researchers evaluate different ideas about how children come to reason about others' emotions in increasingly sophisticated ways across development. This example is just a starting point; we propose that computational modeling could be an invaluable tool for exploring a variety of yet unresolved "how" questions in emotional development. (PsycInfo Database Record (c) 2025 APA, all rights reserved).

Publication types

  • Review

MeSH terms

  • Bayes Theorem
  • Child
  • Child Development* / physiology
  • Computer Simulation*
  • Emotions* / physiology
  • Humans
  • Models, Psychological*