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Questions tagged [dimensionality-reduction]

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Using Diffusion Map on normalized - or PCA reduced data?

This question was also asked on GitHub In the R package destiny, a Diffusion Map is often performed on the first 50 PCs of the data. Is there a theoretical reason for performing a Diffusion Map on ...
Sam's user avatar
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Question about umap using different numbers of pca components as initialization

I am new to the scRNA-seq field and I have been doing some experiments of visualization of UMAP using different numbers of PCA components for initialization. The process involves projecting scRNA-seq ...
Zack's user avatar
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scRNA: What are good dimensionality reduction/clustering parameters to get biologically plausible groupings?

I've got a moderately large set of PBMCs, over 1M cells. That means I can't easily do a grid search of dimensionality reduction/clustering parameters/methods. Some examples results I'm getting with ...
Henry Gong's user avatar