Compression Detects Changes in Spiking Neural Data from Cortical Lesions

These results suggest that compression algorithms may be a useful tool to detect and better understand perturbations to the underlying structure of neural data. Information-theoretic analyses may complement techniques like dimensionality reduction and firing rate tuning as a convenient and useful tool to characterize neural data.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-01-30
DOI
https://doi.org/10.64898/2026.01.27.701628
Primary Topic
Neural dynamics and brain function
Type
article
Field-Weighted Citation Impact
0.00

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article

Compression Detects Changes in Spiking Neural Data from Cortical Lesions

T. Weissman, Lisa Yamada, Yuxin Wu, Alice Tor et al.
bioRxiv (Cold Spring Harbor Laboratory)
Neural dynamics and brain function
article

Compression Detects Changes in Spiking Neural Data from Cortical Lesions

T. Weissman, Lisa Yamada, Yuxin Wu, Alice Tor, Paul Nuyujukian, Stephen E Clarke
article en

Abstract

These results suggest that compression algorithms may be a useful tool to detect and better understand perturbations to the underlying structure of neural data. Information-theoretic analyses may complement techniques like dimensionality reduction and firing rate tuning as a convenient and useful tool to characterize neural data.

bioRxiv (Cold Spring Harbor Laboratory)
Stanford University (US)
National Science Foundation, U.S. Department of Defense, National Institutes of Health, National Defense Science and Engineering Graduate, Wu Tsai Neurosciences Institute, Stanford University
Openalex Percentile: Top 72%
Neural dynamics and brain function
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