15 citations · 61 across the 20 of their papers we have counts for
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stat.ML2018★ 1 cited
Learning Manifolds from Non-stationary Streaming Data
Suchismit Mahapatra, Varun Chandola
Streaming adaptations of manifold learning based dimensionality reduction methods, such as Isomap, are based on the assumption that a small initial batch of observations is enough…
stat.ML2018
Entropy-Isomap: Manifold Learning for High-dimensional Dynamic Processes
Frank Schoeneman, Varun Chandola, Nils Napp +2
Scientific and engineering processes deliver massive high-dimensional data sets that are generated as non-linear transformations of an initial state and few process parameters. Map…