Navigating the missing data maze: exploring multiple imputation techniques for environmental performance index data

Navigating the missing data maze: exploring multiple imputation techniques for environmental performance index data

The Environmental Performance Index (EPI) is widely used to assess a country’s environmental sustainability in terms of climate, environmental health, and ecosystem health. However, significant missing data can lead to biased outcomes, potentially resulting in unfair penalties or rewards for certain...

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Bibliographic Details
Main Authors: Muhammed Haziq Muhammed Nor, Mohd Aftar Abu Bakar, Noratiqah Mohd Ariff, Wan Hanna Melini Wan Mohtar, Bernard Kok Bang Lee
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:Environmental Research Communications
Subjects:
environmental performance index
MICEForest imputation
kNN imputation
MissForest imputation
sensitivity analysis
missing values
Online Access:https://doi.org/10.1088/2515-7620/add8e7
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https://doi.org/10.1088/2515-7620/add8e7

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