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Multilayer Perceptron Network Discriminates Larval Zebrafish Genotype using Behaviour. (arXiv:2211.03051v2 [q-bio.QM] UPDATED)
Nov. 9, 2022, 2:12 a.m. | Christopher Fusco, Angel Allen
cs.LG updates on arXiv.org arxiv.org
Zebrafish are a common model organism used to identify new disease
therapeutics. High-throughput drug screens can be performed on larval zebrafish
in multi-well plates by observing changes in behaviour following a treatment.
Analysis of this behaviour can be difficult, however, due to the high
dimensionality of the data obtained. Statistical analysis of individual
statistics (such as the distance travelled) is generally not powerful enough to
detect meaningful differences between treatment groups. Here, we propose a
method for classifying zebrafish models …
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