MATH · IN · MODELS

Gaussian Process Latent Variable Model (GP-LVM)

various (academic)

Structures found in this family (1)

Curvature profile of the representation manifold

By model (2)

GP-LVM (256-dim font-contour dataset, stochastic active-set inference)
Curvature profile of the representation manifold
GP-LVM (48-dim qPCR single-cell gene-expression dataset)
Curvature profile of the representation manifold

Observations (1)

A real trained GP-LVM's Riemannian and Finslerian latent geodesics converge on high-dimensional real datasets, but diverge in low-dimensional synthetic settings

Papers

Identifying Latent Distances with Finslerian Geometry (2023)