Research on Adaptive Cluster Sampling Method based on PPS

Authors

  • Shaohua Wang
  • Ting Yang
  • Shengxiang Ouyang

DOI:

https://doi.org/10.62051/artkb294

Keywords:

PPS Adaptive Cluster Sampling; Modified HH Estimation; Modified HT Estimation.

Abstract

This paper introduces the principle of PPS-based adaptive cluster sampling method and its modified HH estimator and HT estimator calculation method. It compares PPS-based adaptive cluster sampling method with SRS sampling and SRS-based adaptive group. The difference between the group sampling and the advantages and scope of the PPS adaptive cluster sampling method are analyzed. According to the case analysis, the relevant conclusions are drawn: 1) The adaptive cluster sampling method is more accurate than the SRS sampling; 2) SRS adaptive The HT estimator of the cluster sampling is more stable than the HH estimator; 3) The two estimators of the PPS adaptive cluster sampling method have little difference in the estimation of the population mean, but the HT estimator variance is smaller and more suitable; 4) PPS The HH estimator of adaptive cluster sampling is the same as the HH estimator of SRS adaptive cluster sampling, but the variance is larger and unstable.

Downloads

Download data is not yet available.

References

Lei Yuancai, Tang Shouzheng. Research progress on adaptive cluster sampling technique and its application[J]. Forestry science, 2009,45(3):118-127.

Feng Shiyong, Ni Jiaxun, Zou Guohua. Sampling survey theory and method [M]. Beijing: China Statistics Press, 1998:181-240.

Steven k. Thompson. Adaptive Cluster Sampling[J]. Journal of the American Statistical Association, 1990, 85:412, 1050-1059.

Lei Yuancai, Tang Shouzheng. Application of adaptive cluster sampling technique in forest inventory [J]. Forestry Science, 2007,43(11):132-137.

Ai Xiaoqing, Hu Dandan.PPS adaptive cluster sampling design and estimation [J]. Forum on Statistics and Information, 2017,32(9):3-8.

Hu Dandan, Jin Yongjin, Ai Xiaoqing. Study on estimator under PPS adaptive cluster sampling [J]. Practice and understanding of mathematics, 2015,45(1):119-225.

Ai Xiaoqing, Jin Yongjin. Properties and Applications of HT Estimator under Resampling [J]. Statistical Study, 2008,25(6):88-92.

Hu Dandan, Jin Yongjin, Ai Xiaoqing. A New Way to Solve Small Domain Estimation: Sample Extrapolation [J]. Survey World, 2014,(9):44-46.

Downloads

Published

21-12-2023

How to Cite

Wang, S., Yang, T. and Ouyang, S. (2023) “Research on Adaptive Cluster Sampling Method based on PPS”, Transactions on Computer Science and Intelligent Systems Research, 2, pp. 73–81. doi:10.62051/artkb294.