Unsupervised learning of multiscale switching dynamical system models from multimodal neural data

The developed unsupervised learning framework enables more accurate modeling of complex multiscale neural dynamics by leveraging information in multimodal recordings while incorporating regime switches. This approach holds promise for improving the performance and robustness of brain-computer interfaces over time and for advancing our understanding of the neural basis of behavior.

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Publication Details

Journal
Journal of Neural Engineering
Published
2026-03-24
DOI
https://doi.org/10.1088/1741-2552/ae5688
Primary Topic
Neural dynamics and brain function
Type
article
Field-Weighted Citation Impact
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article

Unsupervised learning of multiscale switching dynamical system models from multimodal neural data

Journal of Neural Engineering
Neural dynamics and brain function
article

Unsupervised learning of multiscale switching dynamical system models from multimodal neural data

article en

Abstract

The developed unsupervised learning framework enables more accurate modeling of complex multiscale neural dynamics by leveraging information in multimodal recordings while incorporating regime switches. This approach holds promise for improving the performance and robustness of brain-computer interfaces over time and for advancing our understanding of the neural basis of behavior.

Journal of Neural Engineering
University of Southern California (US)
Openalex Percentile: Top 14%
Neural dynamics and brain function
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Unsupervised learning of multiscale switching dynamical system models from multimodal neural data · Journal of Neural Engineering (2026) | TGRS Research Map | TGRS