Restoration of missing environmental data in an air quality monitoring system based on a naive Bayes classifier

• Date: 2026
• Main Authors: Shevchenko, Dmytro, Holub, Bella, Trysnyuk, Taras
• Format: Article
• Language: Ukrainian
• Published: Kyiv National University of Construction and Architecture 2026
• Subjects: Data Mining; K-Means; data restoration; information and analytical system; intelligent technology; information technologies; data quality; data reliability and validity
• Online Access: https://es-journal.in.ua/article/view/365072
• Journal Title: Environmental safety and natural resources

The article examines an approach to restoring missing environmental data in an air quality monitoring system based on a Naive Bayes classifier. The relevance of the study is determined by the fact that missing values in observational time series reduce the reliability of air quality index calculatio...