Generalisation of Das & Mohanty Sampling Scheme
2 / 1
Keywords:
Probability proportional to size (PPS); Horvitz–Thompson estimator; Simple random sampling (SRS); PPS systematic sampling,; Das & Mohanty scheme; Inclusion probability; Sampling variance; Generalised sampling schemeAbstract
This paper revisits and extends the Das & Mohanty sampling scheme, which integrates Probability Proportional to Size (PPS) systematic sampling
with Simple Random Sampling Without Replacement (SRSWOR). After outlining the foundations of PPS sampling by Hansen and Hurwitz (1943)
and the Horvitz–Thompson (1952) framework, the study proposes a generalised scheme based on a Bernoulli trial with weight w, allowing controlled
mixing of PPS and SRSWOR. Analytical derivations of inclusion probabilities and variances are presented, with empirical illustrations across three
test populations. The findings indicate that the proposed scheme approximates πPS sampling for small w, yielding reduced variance in certain cases
(notably for populations B and C), though slightly less efficient for population A. This highlights the adaptability of the generalised approach and
its potential to outperform classical estimators under specific population structures where auxiliary variables are strongly correlated with the study
variable.
Downloads
References
Hansen M.H., and Hurwitz W.N. On the theory of sampling from
finite populations. Annals of Mathematical Statistics. 1943;
14(4):333-62.
Horvitz D.G., and Thompson D.J. A generalization of sampling without
replacement from a finite universe. Journal of the American
statistical Association. 1952; 47(260):663-85
Des Raj. A representation of the sampling variance of an ordered
estimator. Sankhyā: The Indian Journal of Statistics, Series A.
1956; 17(1):63-72.
Murthy M.N. Ordered and unordered estimators in sampling without
replacement. Sankhyā: The Indian Journal of Statistics, Series A.
1957; 18(3):379-90.
Hartley H.O. and Rao J.N.K. Sampling with unequal probabilities and
without replacement. Annals of Mathematical Statistics. 1962;
33(2):350-74.
Rao J.N.K, Hartley H.O., Cochran W.G. On a simple procedure of
unequal probability sampling without replacement. Journal of
the Royal Statistical Society, Series B (Statistical Methodology).
1962; 24(2):482-91.
Das M.N., Mohanty S. On PPS Sampling without replacement ensuring
selection probabilities exactly proportional to sizes.Australian
Journal of Statistics. 1973; 15(2):87-94.