83 citations · 323 across the 16 of their papers we have counts for
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cs.LG2018★ 6 cited
Deep Variational Sufficient Dimensionality Reduction
Ershad Banijamali, Amir-Hossein Karimi, Ali Ghodsi
We consider the problem of sufficient dimensionality reduction (SDR), where the high-dimensional observation is transformed to a low-dimensional sub-space in which the information…
cs.LG2018★ 4 cited
SRP: Efficient class-aware embedding learning for large-scale data via supervised random projections
Amir-Hossein Karimi, Alexander Wong, Ali Ghodsi
Supervised dimensionality reduction strategies have been of great interest. However, current supervised dimensionality reduction approaches are difficult to scale for situations ch…