176 citations · 826 across the 63 of their papers we have counts for
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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…
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…
Text Classification based on Multiple Block Convolutional Highways
Seyed Mahdi Rezaeinia, Ali Ghodsi, Rouhollah Rahmani
In the Text Classification areas of Sentiment Analysis, Subjectivity/Objectivity Analysis, and Opinion Polarity, Convolutional Neural Networks have gained special attention because…