What is probabilistic PCA?

Probabilistic PCA models data using a latent variable Gaussian model.

Probabilistic PCA assumes observed data is generated from low-dimensional latent variables with Gaussian noise. It provides a probabilistic interpretation of PCA and allows handling missing data more naturally.