Discovering Data Manifold Geometry through Geometric Properties
An unsupervised objective is derived that learns structural properties of a representation map and theoretical results connecting its minimization to tangent-space recovery are established, while an autoencoder baseline shows that small map-first errors can still produce substantial violations of the targeted propertie...
David Vigouroux, L. Drumetz, R. Fablet et al.
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