PKA extends Ross's variance method with runtime analysis deriving an acceleration factor, proves Ross is optimal only for single-sample batches, generalizes to covariance, and reports up to 454x speedups versus baselines.
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Extending Sheldon M. Ross's Method for Efficient Large-Scale Variance Computation
PKA extends Ross's variance method with runtime analysis deriving an acceleration factor, proves Ross is optimal only for single-sample batches, generalizes to covariance, and reports up to 454x speedups versus baselines.