Search Results for author: Ahmed Roman

Found 2 papers, 0 papers with code

Simultaneous Dimensionality Reduction: A Data Efficient Approach for Multimodal Representations Learning

no code implementations5 Oct 2023 Eslam Abdelaleem, Ahmed Roman, K. Michael Martini, Ilya Nemenman

Remarkably, regularized CCA can identify low-dimensional weak covarying structures even when the number of samples is much smaller than the dimensionality of the data, which is a regime challenging for all dimensionality reduction methods.

Dimensionality Reduction

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