Skip to main content
Log in

Shrinkage estimation of the proportion in randomized response

  • Publications
  • Published:
Metrika Aims and scope Submit manuscript

Abstract

This article considers the asymptotic estimation theory for the proportion in randomized response survey usinguncertain prior information (UPI) about the true proportion parameter which is assumed to be available on the basis of some sort of realistic conjecture. Three estimators, namely, the unrestricted estimator, the shrinkage restricted estimator and an estimator based on a preliminary test, are proposed. Their asymptotic mean squared errors are derived and compared. The relative dominance picture of the estimators is presented.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Ahmed SE (1991) To pool or not to pool: The discrete data. Probability and Statistics Letters 11:233–237

    Article  Google Scholar 

  • Ahmed SE (1992a) Shrinkage preliminary test estimation in multivariate normal distributions. Journal of Statistical Computation and Simulation 43:177–195

    MathSciNet  Google Scholar 

  • Ahmed SE (1992b) Large-sample pooling procedure for correlation. The Statistician 41:425–438

    Article  Google Scholar 

  • Ahmed SE, Saleh AKME (1989) Pooling multivariate data. Journal of Statistical Computation and Simulation 31:149–167

    MATH  MathSciNet  Google Scholar 

  • Ahmed SE, Saleh AKME (1990) Estimation strategies for the intercept vector in a simple multi-variate normal regression model. Journal of Computational Statistics and Data analysis 10:193–206

    Article  MATH  MathSciNet  Google Scholar 

  • Bancroft TA (1944) On biases in estimation due to the use of preliminary tests of significance. Annals of Mathematical Statistics 15:190–204

    MathSciNet  Google Scholar 

  • Bancroft TA, Han CP (1977) Inference based on conditional specification: A note and a bibliography. International Statistical Review 45:117–127

    MATH  MathSciNet  Google Scholar 

  • Han CP, Bancroft TA (1968) On pooling means when variance is unknown. Journal of the American Statistical Association 63:1333–1342

    Article  MathSciNet  Google Scholar 

  • Han CP, Rao CV, Ravichandran J (1988) Inference based on conditional specification: A second bibliography. Communications in Statistics—Theory and Methods 17:1945–1964

    MATH  MathSciNet  Google Scholar 

  • Judge GG, Bock ME (1978) The statistical implication of pre-test and Stein-rule estimators in econometrics. North-Holland Amsterdam

    Google Scholar 

  • Rohatgi VK (1989) Statistical inference. Wiley New York

    Google Scholar 

  • Thompson JC (1968) Some shrinkage techniques for estimating the mean. Journal of American Statistical Association 63:113–122

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Ahmed, S.E., Rohatgi, V.K. Shrinkage estimation of the proportion in randomized response. Metrika 43, 17–30 (1996). https://doi.org/10.1007/BF02613894

Download citation

  • Received:

  • Revised:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02613894

Key Words and Phrases

Navigation