DI NUOVO, Alessandro and JAY, Tim (2019). The development of numerical cognition in children and artificial systems: a review of the current knowledge and proposals for multi-disciplinary research. Cognitive Computation and Systems. [Article]
Documents
23767:525665
PDF
DiNuovo-DevelopmentOfNumerical(VoR).pdf - Published Version
Available under License Creative Commons Attribution Non-commercial No Derivatives.
DiNuovo-DevelopmentOfNumerical(VoR).pdf - Published Version
Available under License Creative Commons Attribution Non-commercial No Derivatives.
Download (2MB) | Preview
Abstract
Numerical cognition is a distinctive component of human intelligence such that the observation of
its practice provides a window into high-level brain function. The modelling of numerical abilities in artificial
cognitive systems can help to confirm existing child development hypotheses and define new ones by
means of computational simulations. Meanwhile, new research will help to discover innovative principles
for the design of artificial agents with advanced reasoning capabilities and clarify the underlying algorithms
(e.g. deep learning) that can be highly effective but difficult to understand for humans.
This article promotes new investigation by providing a common resource for researchers with different
backgrounds, including computer science, robotics, neuroscience, psychology, and education, who are
interested in pursuing scientific collaboration on mutually stimulating research on this topic. The article
emphasises the fundamental role of embodiment in the initial development of numerical cognition in
children. This strong relationship with the body motivates the Cognitive Developmental Robotics (CDR)
approach for new research that can (among others) help to standardise data collection and provide open
databases for benchmarking computational models. Furthermore, we discuss the potential application of
robots in classrooms and argue that the CDR approach can be extended to assist educators and favour
mathematical education.
More Information
Statistics
Downloads
Downloads per month over past year
Metrics
Altmetric Badge
Dimensions Badge
Share
Actions (login required)
View Item |