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Sep 28, 2023 · Sketches based on coordinated weighted sampling theoretically and empirically outperform popular linear sketching methods like Johnson-Lindentrauss projection ...
Aug 6, 2024 · Sketches based on coordinated weighted sampling theoretically and empirically outperform popular linear sketching methods like Johnson-Lindentrauss projection ...
ABSTRACT. Recently, Bessa et al. (PODS 2023) showed that sketches based on co- ordinated weighted sampling theoretically and empirically outper-.
We show how to apply two coordinated sampling methods,. Threshold and Priority Sampling, to the inner product sketch- ing problem, invoking these methods with a ...
Sampling Based Methods for Inner Product Sketching · 1. Requirements · 2. Setup before reproducing the plots · 3. Reproducing the experimental results ...
... ... The aim is to use Alice and Bob's subsamples to estimate functions involving interactions between corresponding entries in A and B, like the inner product ...
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Sep 28, 2023 · Recently, Bessa et al. (PODS 2023) showed that sketches based on coordinated weighted sampling theoretically and empirically outperform ...
Aug 25, 2012 · If I understand correctly, you want to sample the set S={v:vTAv=1} in such a way that the distribution is uniform when S is linearly mapped to a ...
Missing: Sketching. | Show results with:Sketching.
Conditional Random Sampling (CRS) is a sketch-based sampling technique that effectively exploits data sparsity. In modern applications in learning, data mining ...