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Most discriminative stimuli for functional cell type clustering
March 15, 2024, 4:43 a.m. | Max F. Burg, Thomas Zenkel, Michaela Vystr\v{c}ilov\'a, Jonathan Oesterle, Larissa H\"ofling, Konstantin F. Willeke, Jan Lause, Sarah M\"uller, Paul G
cs.LG updates on arXiv.org arxiv.org
Abstract: Identifying cell types and understanding their functional properties is crucial for unraveling the mechanisms underlying perception and cognition. In the retina, functional types can be identified by carefully selected stimuli, but this requires expert domain knowledge and biases the procedure towards previously known cell types. In the visual cortex, it is still unknown what functional types exist and how to identify them. Thus, for unbiased identification of the functional cell types in retina and visual …
abstract arxiv biases clustering cognition cs.ai cs.lg domain domain knowledge expert functional knowledge perception q-bio.nc type types understanding
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