Abstract:
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We proved Edgeworth expansion for summation of symmetric statistics to the third order, and this can be applied to analyzing massive data set by split-and-conquer, both estimator and confidence interval are derived. Our theoretical results guarantee the high order correctness of our proposed method. Moreover, it's more computational efficient by doing split-and-conquer.
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