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NFMap: Topographic 2D Manifold Learning with Invertible Normalizing Flows

Gaspar, Héléna Alexandra
arXiv (All) · Papers
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machine-learning
We present NFMap, a dimensionality reduction method for 2D visualisation that extends Generative Topographic Mapping (GTM) with a bijective normalizing flow. Like GTM, NFMap places a fixed mixture grid prior over a 2D latent map, giving a parametric embedding, an explicit likelihood, and the ability
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