Justification and tuning of the change-point detection (CPD) method.

Justification and tuning of the change-point detection (CPD) method.

<p>(A) Video-based, frame-level human annotations (colored areas) and detected change points (vertical gray lines) overlaid on IMU data from the 14-second scratching episode shown in <a href="http://www.plosbiology.org/article/info:doi/10.1371/journal.pbio.3003431#pbio.3003431.s024&quo...

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Bibliografiska uppgifter
Huvudupphovsman: Romain Fayat (22404831) (author)
Övriga upphovsmän: Marie Sarraudy (22404834) (author), Clément Léna (620337) (author), Daniela Popa (645591) (author), Pierre Latouche (4249681) (author), Guillaume P. Dugué (17560534) (author)
Publicerad: 2025
Ämnen:
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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