Matches in SemOpenAlex for { <https://semopenalex.org/work/W4319078287> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4319078287 abstract "Single-cell RNA sequencing is an emerging technique in the field of biology that departs radically from the previous assumption of gene-expression homogeneity within a tissue. The large quantity of data generated by this technology enables discoveries of cellular biology and disease mechanics that were previously not possible, and calls for accurate, scalable, and efficient processing pipelines. In this work, we propose SSCAE (spiking single-cell autoencoder), a novel SNN-based autoencoder for sc-RNA-seq dimensionality reduction. We apply this architecture to a variety of datasets, and the results show that it can match and surpass the performance of current state-of-the-art techniques. Moreover, the potential of this technique lies in its ability to be scaled up and to take advantage of neuromorphic hardware, circumventing the memory bottleneck that currently limits the size of sequencing datasets that can be processed." @default.
- W4319078287 created "2023-02-04" @default.
- W4319078287 creator A5009413337 @default.
- W4319078287 creator A5011892455 @default.
- W4319078287 creator A5012864861 @default.
- W4319078287 creator A5021668898 @default.
- W4319078287 creator A5027666037 @default.
- W4319078287 creator A5077867821 @default.
- W4319078287 date "2023-02-03" @default.
- W4319078287 modified "2023-09-28" @default.
- W4319078287 title "SSCAE: A Neuromorphic SNN Autoencoder for sc-RNA-seq Dimensionality Reduction" @default.
- W4319078287 doi "https://doi.org/10.22541/au.167543651.12917384/v1" @default.
- W4319078287 hasPublicationYear "2023" @default.
- W4319078287 type Work @default.
- W4319078287 citedByCount "0" @default.
- W4319078287 crossrefType "posted-content" @default.
- W4319078287 hasAuthorship W4319078287A5009413337 @default.
- W4319078287 hasAuthorship W4319078287A5011892455 @default.
- W4319078287 hasAuthorship W4319078287A5012864861 @default.
- W4319078287 hasAuthorship W4319078287A5021668898 @default.
- W4319078287 hasAuthorship W4319078287A5027666037 @default.
- W4319078287 hasAuthorship W4319078287A5077867821 @default.
- W4319078287 hasBestOaLocation W43190782871 @default.
- W4319078287 hasConcept C101738243 @default.
- W4319078287 hasConcept C108583219 @default.
- W4319078287 hasConcept C111030470 @default.
- W4319078287 hasConcept C119857082 @default.
- W4319078287 hasConcept C149635348 @default.
- W4319078287 hasConcept C151927369 @default.
- W4319078287 hasConcept C154945302 @default.
- W4319078287 hasConcept C2780513914 @default.
- W4319078287 hasConcept C41008148 @default.
- W4319078287 hasConcept C48044578 @default.
- W4319078287 hasConcept C50644808 @default.
- W4319078287 hasConcept C70518039 @default.
- W4319078287 hasConcept C70721500 @default.
- W4319078287 hasConcept C77088390 @default.
- W4319078287 hasConcept C86803240 @default.
- W4319078287 hasConceptScore W4319078287C101738243 @default.
- W4319078287 hasConceptScore W4319078287C108583219 @default.
- W4319078287 hasConceptScore W4319078287C111030470 @default.
- W4319078287 hasConceptScore W4319078287C119857082 @default.
- W4319078287 hasConceptScore W4319078287C149635348 @default.
- W4319078287 hasConceptScore W4319078287C151927369 @default.
- W4319078287 hasConceptScore W4319078287C154945302 @default.
- W4319078287 hasConceptScore W4319078287C2780513914 @default.
- W4319078287 hasConceptScore W4319078287C41008148 @default.
- W4319078287 hasConceptScore W4319078287C48044578 @default.
- W4319078287 hasConceptScore W4319078287C50644808 @default.
- W4319078287 hasConceptScore W4319078287C70518039 @default.
- W4319078287 hasConceptScore W4319078287C70721500 @default.
- W4319078287 hasConceptScore W4319078287C77088390 @default.
- W4319078287 hasConceptScore W4319078287C86803240 @default.
- W4319078287 hasLocation W43190782871 @default.
- W4319078287 hasOpenAccess W4319078287 @default.
- W4319078287 hasPrimaryLocation W43190782871 @default.
- W4319078287 hasRelatedWork W2567271240 @default.
- W4319078287 hasRelatedWork W2922457425 @default.
- W4319078287 hasRelatedWork W2963510064 @default.
- W4319078287 hasRelatedWork W3044458868 @default.
- W4319078287 hasRelatedWork W4213225422 @default.
- W4319078287 hasRelatedWork W4250304930 @default.
- W4319078287 hasRelatedWork W4286500003 @default.
- W4319078287 hasRelatedWork W4289656111 @default.
- W4319078287 hasRelatedWork W4307276694 @default.
- W4319078287 hasRelatedWork W4319078287 @default.
- W4319078287 isParatext "false" @default.
- W4319078287 isRetracted "false" @default.
- W4319078287 workType "article" @default.