Decomposition of rat behavior using DISSeCT.

<p>(A) Pipeline architecture. (B) Example supervised UMAP segment embeddings with color-coded feature values. (C) Stacked bar plot depicting the assignment of main behavioral categories to the top 100 most representative segments within each cluster (see <a href="http://www.plosbiology...

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Autor principal:	Romain Fayat (22404831) (author)
Altres autors:	Marie Sarraudy (22404834) (author), Clément Léna (620337) (author), Daniela Popa (645591) (author), Pierre Latouche (4249681) (author), Guillaume P. Dugué (17560534) (author)
Publicat:	2025
Matèries:	Genetics Neuroscience Biotechnology Cancer Science Policy Biological Sciences not elsewhere classified Information Systems not elsewhere classified subtle motor changes rodent neurophysiological devices providing unparalleled access parkinson &# 8217 inertial time series include orienting movements imposes environmental constraints computationally efficient change based probabilistic clustering unbiased behavioral analysis order behavioral structures view video tracking minimal computational cost elementary components remains candidate behavioral motifs statistically homogeneous segments behavioral phenotyping video recordings identified motifs grooming components computational neuroethology unsupervised framework point detection pipeline detects olfactory exploration motif sequence methodology offers limited scalability induced dyskinesia easily scalable current standard commonly integrated central challenge body kinematics
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Decomposition of rat behavior using DISSeCT.

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