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Co-Occuring Directions Sketching for Approximate Matrix Multiply

arXiv 1610.07686 ↗First posted 25 Oct 2016cs.LGcited by 1

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Abstract (arXiv)

We introduce co-occurring directions sketching, a deterministic algorithm for approximate matrix product (AMM), in the streaming model. We show that co-occuring directions achieves a better error bound for AMM than other randomized and deterministic approaches for AMM. Co-occurring directions gives a 1 + ε -approximation of the optimal low rank approximation of a matrix product. Empirically our algorithm outperforms competing methods for AMM, for a small sketch size. We validate empirically our theoretical findings and algorithms

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 25 Oct 2016.

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