Estimation of a rare sensitive attribute for two-stage randomized response model in probability proportional to size sampling using Poisson probability distribution
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DOI: 10.1080/02331888.2019.1566906
Abstract: ABSTRACT This paper addresses the estimation of the mean number of individuals in the population who possess a rare sensitive attribute using Poisson distribution for the situations of (i) clustered population and (ii) stratified population… read more here.
Keywords: probability; rare sensitive; using poisson; sensitive attribute ... See more keywords
Fairness Evaluation of Neural Networks Through Computational Profile Likelihood
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DOI: 10.1111/coin.70124
Abstract: Despite high predictive performance, machine learning models can be unfair towards specific demographic subgroups characterized by sensitive attributes such as gender or race. This paper presents a novel approach using Computational Profile Likelihood (CPL) to… read more here.
Keywords: sensitive attribute; computational profile; profile likelihood; sensitive attributes ... See more keywords
A Probability Proportional to Size Estimation of a Rare Sensitive Attribute Using a Partial Randomized Response Model with Poisson Distribution
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DOI: 10.3390/math12020196
Abstract: In this paper, we suggest using a partial randomized response model using Poisson distribution to efficiently estimate a rare sensitive attribute by applying the probability proportional to size (PPS) sampling method when the population is… read more here.
Keywords: sensitive attribute; probability; partial randomized; using partial ... See more keywords