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Reviews: On Fast Leverage Score Sampling and Optimal Learning

Neural Information Processing Systems

After further thought, however, I have updated my review to a 5. While this works seems to have very high potential, the current draft has several important shortcomings: (1) It is not yet polished enough for broad consumption. Significant revisions would be necessary to increase clarity. Summary: This paper presents a novel algorithm for estimating leverage scores for kernel matrices. The running time of this algorithm improves upon state of the art.