
Proposing the Curvature-Augmented Manifold Embedding and Learning (CAMEL) method as a novel approach to dimensional reduction and data visualization.


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curvature-augmented-manifold-embedding-and-learning-a-comprehensive-study


Curvature Augmented Manifold Embedding and Learning: A Comprehensive Study


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This paper introduces a novel chart autoencoder architecture for semi-supervised manifold learning that leverages asymmetric encoding-decoding processes and incorporates label information to effectively represent complex topological structures and functions on manifolds.


semi-supervised-manifold-learning-using-chart-autoencoders-with-decoupled-complexity


Semi-Supervised Manifold Learning Using Chart Autoencoders with Decoupled Complexity
