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stat.ML2016
Masking Strategies for Image Manifolds
Hamid Dadkhahi, Marco F. Duarte
We consider the problem of selecting an optimal mask for an image manifold, i.e., choosing a subset of the pixels of the image that preserves the manifold's geometric structure pre…
stat.ML2016★ 7 cited
Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series
Hamid Dadkhahi, Marco F. Duarte, Benjamin Marlin
This paper proposes an out-of-sample extension framework for a global manifold learning algorithm (Isomap) that uses temporal information in out-of-sample points in order to make t…