Search Results for author: Md Enayat Ullah

Found 1 papers, 0 papers with code

Streaming Kernel PCA with \tilde{O}(\sqrt{n}) Random Features

no code implementations NeurIPS 2018 Md Enayat Ullah, Poorya Mianjy, Teodor Vanislavov Marinov, Raman Arora

We study the statistical and computational aspects of kernel principal component analysis using random Fourier features and show that under mild assumptions, $O(\sqrt{n} \log n)$ features suffices to achieve $O(1/\epsilon^2)$ sample complexity.

Cannot find the paper you are looking for? You can Submit a new open access paper.