AIMC Topic: Cytophotometry
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Removal of batch effects using distribution-matching residual networks.
Bioinformatics (Oxford, England)
Aug 15, 2017
MOTIVATION: Sources of variability in experimentally derived data include measurement error in addition to the physical phenomena of interest. This measurement error is a combination of systematic components, originating from the measuring instrument...
Automated cell type discovery and classification through knowledge transfer.
Bioinformatics (Oxford, England)
Jun 1, 2017
MOTIVATION: Recent advances in mass cytometry allow simultaneous measurements of up to 50 markers at single-cell resolution. However, the high dimensionality of mass cytometry data introduces computational challenges for automated data analysis and h...
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