Amortized BGPLVM: Improved Dimensionality Reduction for scRNA-seq | HackerNoon
The study proposes an improved model for single-cell data that aligns generative models with specific challenges, resulting in significant performance improvements.
Scalable & Interpretable Dimensionality Reduction for scRNA-seq | HackerNoon
Current scalable Gaussian Process Latent Variable Models (GPLVMs) are not effective for clustering cell types, prompting the introduction of the improved BGPLVM model designed specifically for single-cell RNA-seq analysis.