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方法族Process / pipelineProcess / pipeline
起源年份Mid-20th century (formalized 1950s–1960s)Mid-20th century (Cochran 1953; Kish 1965)
提出者William G. Cochran; Leslie KishWilliam G. Cochran; formalized in survey sampling theory
类型Probability sampling designProbability sampling design
开创性文献Cochran, W. G. (1977). Sampling Techniques (3rd ed.). John Wiley & Sons. ISBN: 978-0471162407Cochran, W. G. (1977). Sampling Techniques (3rd ed.). John Wiley & Sons. ISBN: 978-0471162407
别名proportional probability weighting, proportional weight sampling, probability proportional to size sampling, PPS samplinginterval sampling, systematic random sampling, equal-interval sampling, fixed-interval sampling
相关65
摘要Proportional weighted sampling is a probability-based survey design in which each subgroup (stratum or cluster) of the population is sampled and weighted in proportion to its true size in the population. By assigning sampling weights that mirror the actual composition of the population, the method ensures unbiased estimates without the need for post-hoc reweighting, and produces efficient estimates when variance within subgroups is relatively homogeneous.Systematic sampling is a probability sampling technique in which every k-th element is selected from an ordered list of the population after a random starting point. With population size N and desired sample size n, the sampling interval k = N/n is computed and one unit is chosen at random from the first interval; all subsequent units are selected by adding k repeatedly. The method is operationally simple, yields a spread-out sample, and often achieves lower variance than simple random sampling when the list has no harmful periodicity.
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ScholarGate方法对比: Proportional Weighted Sampling · Systematic Sampling. 于 2026-06-17 检索自 https://scholargate.app/zh/compare