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M. K. Verma

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Open access Sep 2026

A robust population mean estimation method in stratified sampling using auxiliary attributes under real and simulated populations

This study proposes a novel improved ratio-type estimator for efficient estimation of the population mean in stratified sampling by integrating auxiliary attribute information through a unified nonlinear framework. Unlike conventional ratio, product, and exponential-type estimators, the proposed estimator combines thes...

M. K. Verma, Saif Ali Khan · 0 citations

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