Very Sparse Stable Random Projections, Estimators and Tail Bounds for Stable Random Projections

Ping Li · arXiv (Cornell University) · 2006

This paper will focus on three different aspects in improving the current practice of stable random projections. Firstly, we propose {\em very sparse stable random projections} to significantly reduce the processing and storage cost, by replacing the $α$-stable distribution with a mixture of a symmetric $α$-Pareto distribution (with probability $β$, $0

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