Greedy myopic Bayesian active learning for linear regression achieves risk within a factor linear in the maximum initial leverage score of optimal, and this factor is tight.
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The Approximation Ratio for the Risk of Myopic Bayesian Active Learning for Linear Regression
Greedy myopic Bayesian active learning for linear regression achieves risk within a factor linear in the maximum initial leverage score of optimal, and this factor is tight.