gplvm-latent-to-data-opposite-of-kpca

OUT premise — summaries/2026/08/24/wiki-Nonlinear_dimensionality_reduction-chunk-3.md

Created 2026-08-24T17:11:21+00:00

GP-LVM (Lawrence, 2005) maps from latent space to data space using a Gaussian Process kernel, which is the opposite direction from Kernel PCA that maps from data to latent space, and GP-LVM provides uncertainty estimates for predictions