Nature Communications (Sep 2021)

Cross-species behavior analysis with attention-based domain-adversarial deep neural networks

  • Takuya Maekawa,
  • Daiki Higashide,
  • Takahiro Hara,
  • Kentarou Matsumura,
  • Kaoru Ide,
  • Takahisa Miyatake,
  • Koutarou D. Kimura,
  • Susumu Takahashi

DOI
https://doi.org/10.1038/s41467-021-25636-x
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 11

Abstract

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Comparing changes in behaviour across various species is not always trivial, especial across significantly divergent species. Here, the authors develop a deep learning framework that allows them to map changes in locomotion demonstrated on dopamine-deficient humans, mice and worms.