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 Statistical Learning


dist(x,y) andavg(A,B) = 1 |A| |B| X

Neural Information Processing Systems

In this paper, we present a comprehensive study of the performance of average-link in metric spaces, regarding several natural criteria that capture separability and cohesion, and aremore interpretable than Dasgupta'scost function and itsvariants.


A Fast and Accurate Estimator for Large Scale Linear Model via Data Averaging

Neural Information Processing Systems

The asymptotic behavior of the proposed estimation procedure is studied. Our theoretical results show that the proposed method can achieve a faster convergence rate than the optimal convergence rate for sampling methods.