A Unifying Probabilistic Perspective for Spectral Dimensionality Reduction: Insights and New Models

Neil D. Lawrence

We introduce a new perspective on spectral dimensionality reduction which views these methods as Gaussian Markov random fields (GRFs). Our unifying perspective is based on the maxi…