15 citations · 24 across the 8 of their papers we have counts for
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cs.IT2018★ 15 cited
MOSES: A Streaming Algorithm for Linear Dimensionality Reduction
Armin Eftekhari, Raphael A. Hauser, Andreas Grammenos
This paper introduces Memory-limited Online Subspace Estimation Scheme (MOSES) for both estimating the principal components of streaming data and reducing its dimension. More speci…
math.OC2018★ 2 cited
PCA by Optimisation of Symmetric Functions has no Spurious Local Optima
Raphael A. Hauser, Armin Eftekhari
Principal Component Analysis (PCA) finds the best linear representation of data, and is an indispensable tool in many learning and inference tasks. Classically, principal component…