31 citations · 86 across the 12 of their papers we have counts for
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cs.LG2019
Bounded Manifold Completion
Kelum Gajamannage, Randy Paffenroth
Nonlinear dimensionality reduction or, equivalently, the approximation of high-dimensional data using a low-dimensional nonlinear manifold is an active area of research. In this pa…
cs.LG2019★ 9 cited
Dimension Estimation Using Autoencoders
Nitish Bahadur, Randy Paffenroth
Dimension Estimation (DE) and Dimension Reduction (DR) are two closely related topics, but with quite different goals. In DE, one attempts to estimate the intrinsic dimensionality…