Log in

Statistical analysis of rounded data: Recovering of information lost due to rounding

  • Published:
Journal of the Korean Statistical Society Aims and scope Submit manuscript

Abstract

We consider situations when data for statistical analysis are given in a rounded form, and the rounding errors (the discretization step) are comparable or even greater than the measurement errors. We study possibilities to achieve accuracy much higher than the discretization step and to recover information lost due to rounding. The main tool for solving this problem is the use of additional measurement errors.

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

Access this article

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

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

  • Feller, W. (1971). An introduction to probability theory and its applications, Vol. 2 (second ed.). New York, London, Sydney, Toronto: John Wiley and Sons.

    MATH  Google Scholar 

  • Li, W. M., & Bai, Z. D. (2011). Rounded data analysis based on multi-layer ranked set sampling. Acta Mathematica Sinica (English Series), 27, 2507–2518.

    Article  MathSciNet  Google Scholar 

  • Schneeweiss, H., Komlos, J., & Ahmad, A. S. (2010). Symmetric and asymmetric rounding: a review and some new results. AStA Advances in Statistical Analysis, 94, 247–271.

    Article  MathSciNet  Google Scholar 

  • Ushakov, V. G., & Ushakov, N. G. (2000). Some inequalities for characteristic functions of densities with bounded variation. Moscow University Computational Mathematics and Cybernetics, 23, 45–52.

    MathSciNet  MATH  Google Scholar 

  • Wang, B., & Wertelecki, W. (2013). Density estimation for data with rounding errors. Computational Statistics and Data Analysis, 65, 4–12.

    Article  MathSciNet  Google Scholar 

  • Zhao, N., & Bai, Z. (2012). Analysis of rounded data in mixture normal model. Statistical Papers, 53, 895–914.

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to N. G. Ushakov.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ushakov, N.G., Ushakov, V.G. Statistical analysis of rounded data: Recovering of information lost due to rounding. J. Korean Stat. Soc. 46, 426–437 (2017). https://doi.org/10.1016/j.jkss.2017.01.003

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1016/j.jkss.2017.01.003

AMS 2000 subject classifications

Keywords

Navigation