Block-Nyström averages many smaller Nyström approximations to match the guarantee of one large approximation at lower cost when the effective dimension is large.
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Faster Low-Rank Approximation and Kernel Ridge Regression via the Block-Nystr\"om Method
Block-Nyström averages many smaller Nyström approximations to match the guarantee of one large approximation at lower cost when the effective dimension is large.