BriefGPT.xyz
Jun, 2012
大数据引导
The Big Data Bootstrap
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Ariel Kleiner, Ameet Talwalkar, Purnamrita Sarkar, Michael Jordan
TL;DR
本文提出了一种新的 BLB 算法，该算法融合了自助法和子采样的特点，以获得一种健壮、计算效率高的评估估计器质量的方法，适用于现代并行和分布式计算架构，保留了自助法的通用适用性、统计效率和有利的理论属性。
Abstract
The
bootstrap
provides a simple and powerful means of assessing the quality of estimators. However, in settings involving large datasets, the computation of
bootstrap
-based quantities can be prohibitively demandi
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