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Collaborating Authors

 Yu-Chia Chen


Selecting the independent coordinates of manifolds with large aspect ratios

Neural Information Processing Systems

Many manifold embedding algorithms fail apparently when the data manifold has a large aspect ratio (such as a long, thin strip). Here, we formulate success and failure in terms of finding a smooth embedding, showing also that the problem is pervasive and more complex than previously recognized.