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PeakVI
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peakVI (Python class PEAKVI) is a generative model of scATAC-seq data that can subsequently be used for many common downstream tasks. The advantages of peakVI are: (i) Comprehensive in capabilities. (ii) Scalable to very large datasets (>1 million cells).
Example use case: Analyze and visualize scATACseq data
Limitations:
-Effectively requires a GPU for fast inference.
-Latent space is not interpretable, unlike that of a linear method.
Citation:
Tal Ashuach, Daniel A. Reidenbach, Nir Yosef (2021), PeakVI: A Deep Generative Model For Single Cell Chromatin Accessibility Analysis, BioRxiv.
Released:
Dec-20-2022
Dec-20-2022
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