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分类依据与纠错

AI 根据所提供的论文材料归类:核心是有限总体平衡抽样与组合约束;因果和网络仅作为应用联系,不足以归入具体细分方向。

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关注这篇论文的作者
Yves Tillé
Louis-Paul Rivest

精确平衡的有限总体样本:存在性与应用

研究问题
有限总体抽样受整数选择与严格平衡等式约束,何时仍能实现精确平衡,以及这些条件如何联系实验设计和随机图生成?
方法与思路
作者从约束矩阵的全幺模性出发讨论精确解,考察交叠分层、增加约束,以及在全部精确样本中均匀抽取的问题。
材料陈述的贡献
摘要称全幺模性可保证精确性但并非必要条件,并把受控舍入、随机图生成及平衡不完全区组设计联系到平衡抽样。
阅读关注点
应核对全幺模性结论的完整前提、两重与三重分层的差别,以及增加约束如何实现精确性和均匀抽样是否具有可行算法。
阅读边界
仅据所给 Crossref 摘要,不能判断存在性结论的完整条件、算法复杂度或均匀抽样保证,也不能推断后续刊本变化。

原文摘要

Abstract Samples selected from finite populations can rarely be exactly balanced, as sample selection is an integer problem and the balancing equations are strict equalities. Selecting a balanced sample is not a problem limited to survey sampling. It also applies to design of experiments, clinical trials, causality, exact inference, graph theory and network analysis. Building on Jean-Claude Deville’s foundational work, we explore conditions under which exact solutions are achievable. We show that, if the constraint matrix is totally unimodular, then all solutions are exact. This condition is not necessary: exact solutions arise when the constraint matrix is not totally unimodular. An interesting example of exact balancing is when two stratifications overlap, of which the unbiased controlled rounding problem is a special case. With three stratifications, the problem is no longer exact. It is sometimes possible to make a problem exact by adding constraints. We establish a connection with the problem of selecting a sample uniformly among all possible exact samples, a question of interest for the generation of random graphs and for exact inference in logistic regression. Moreover, we establish a link with the theory of experimental designs by showing that the construction of balanced incomplete block designs is also a balanced sampling problem. The question of exact balance therefore has a wide range of practical applications and provides a link between very different fields.

笔记与分组
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