Copula-Robust Cramér–Rao Lower Bound underDependent Random Censoring

Authors

DOI:

https://doi.org/10.56143/ujmcs.v2i3s.3

Keywords:

survival analysis; Cramér–Rao Lower Bound; Fisher infomation; copula function; robust Godambe information; Censoring.

Abstract

 In survival analysis and reliability theory, the classical Cramér–Rao lower bound assumes independence between lifetime and censoring variables. This paper extends the bound to dependent censoring using a copula-based likelihood. We derive a robust Godambe information bound and prove a generalized Cramér–Rao inequality. The result reduces to the classical bound under independence and shows increased variance bounds with stronger dependence. 

Author Biographies

  • professor Abdushukurov A.A., Moscow State University Tashkent Branch

    Moscow State University Tashkent Branch, Tashkent, Uzbekistan

  • DCs Muradov R.S., Namangan State Technical University

    Namangan State Technical University, Namangan, Uzbekistan

References

[1] Abdushukurov A. A.: Extension of relative-risk power estimator under dependent random censored data. CMFD 68 (1), 1-13, (2022).

[2] Godambe V. P.: Estimating Functions. Oxford University Press, (1991).

[3] Abdushukurov A. A., Muradov R. S.: On estimation of conditional distribution function under dependent random right censored data. Journal of Siberian Federal University. 7 (4), 409-416, (2014).

[4] Nelsen R. B.: An Introduction to Copulas.Springer. New York, (2006).

[5] Abdushukurov A. A.: On Fisher-Bhattacharyya Information Function and Lower Bounds under Right Random Censoring. Lobachevskii Journal of Mathematics. 45 (9), 1-10, (2024). DOI: 10.1134/S1995080224603011

[6] Abdushukurov A. A., Muradov R. S.: On estimation of conditional distribution function under dependent random right censored data. Journal of Siberian Federal University. 7 (4), 409-416, (2014).

[7] Abdushukurov A. A., Muradov R. S.: Copula-Based Fisher Information and Cramér–Rao Lower Bound under Dependent Censoring. Abstracts of International Conference on "Current Problems of Mathematical-Physical Equations and Information Technologies. Part 1, 298-300, (2026).

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Published

2026-08-30

How to Cite

Copula-Robust Cramér–Rao Lower Bound underDependent Random Censoring. (2026). Uzbekistan Journal of Mathematics and Computer Science , 2(1), 24-31. https://doi.org/10.56143/ujmcs.v2i3s.3

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