Summary
The problem of optimum allocation of sample size to strata is examined in the light ofa priori distributions. In this context, we discuss with illustrations the justification for the assumption that the unknown proportionate values of σ 2 i ’s can be replaced by the proportionate values of the known σ 2 i ’s, which are estimates of σ 2 i ’s. The sample size is allocated so as to minimize the expected variance of the strategy consisting of πPS sampling scheme and the Horvitz-Thompson estimator under a general super-population model. It is further shown that, in the sense of expected variance, πPS sampling for unstratified sampling is inferior to πPS stratified sampling with this type of allocation, unless the superpopulation parameterg attains the value 2, in which case both schemes are equivalent.
Similar content being viewed by others
References
W. G. Cochran,Sampling Techniques, John Wiley, New York, 1953.
T. Dalenius, “Anvaendmingen av Stickprovsmetodik vid 1950 Ars Arealinventering och Kreatursraeknig,”Jordbruksekonomiska Meddelanden, (1951), 59–75.
V. P. Godambe, “A unified theory of sampling from finite populations,”Jour. Roy. Stat. Soc., 17B (1955), 269–278.
T. V. Hanurav, “On Horvitz and Thompson’s estimator,”Sankhyã, A 24 (1962), 429–436.
T. V. Hanurav, “Optimum Sampling Strategies and Related Problems,” Ph. D. thesis, Indian Statistical Institute, 1965.
T. V. Hanurav, “Optimum utilization of auxiliary information: πPS sampling of two units from a stratum,”J. R. Statist. Soc., 29B (1967), 374–391.
M. H. Hansen, W. N. Hurwitz and W. G. Madow,Sample Survey Methods and Theory, John Wiley, New York, 1953.
D. G. Horvitz and D. J. Thompson, “A generalization of sampling without replacement from a finite universe,”J. Amer. Statist. Ass., 47 (1952), 663–685.
T. Kitagawa, “Some contributions to the design of sample surveys,”Sankhyã, 17 (1956), 1–36.
P. C. Mahalanobis, “Some aspects of the design of sample surveys,”Sankhyã, 12 (1952), 1–7.
M. N. Murthy,Sampling Theory and Methods, Statistical Publishing Society, Calcutta, 1967.
J. Neyman, “On two different aspects of the representative method: the method of stratified sampling and the method of purposive selection,”J. R. Statist. Soc. 97 (1934), 558–606.
Author information
Authors and Affiliations
About this article
Cite this article
Rao, T.J. On the allocation of sample size in stratified sampling. Ann Inst Stat Math 20, 159–166 (1968). https://doi.org/10.1007/BF02911631
Received:
Revised:
Issue Date:
DOI: https://doi.org/10.1007/BF02911631