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SketchyCoreSVD: SketchySVD from Random Subsampling of the Data Matrix

We present a method called SketchyCoreSVD to compute the near-optimal rank r SVD of a data matrix by building random sketches only from its subsampled columns and rows. We provide theoretical guarantees under incoherence assumptions, and validate the performance of our SketchyCoreSVD method on vario...

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Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Proc IEEE Int Congr Big Data
Prif Awduron: Bajaj, Chandrajit, Wang, Yi, Wang, Tianming
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2020
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC7194189/
https://ncbi.nlm.nih.gov/pubmed/32363234
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/bigdata47090.2019.9006345
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