Adaptive ensemble decision integration for indicator of resource security: methodology and statistical validation of stability

• Date: 2026
• Main Authors: Ilyina, O.P., Skybyk, S.Ya.
• Format: Article
• Language: Ukrainian
• Published: PROBLEMS IN PROGRAMMING 2026
• Subjects: machine-learning classification; ensemble training; adaptive quality metric; class imbalance; soft voting; statistical validation; strategic decision support; UDC 004.855; 519.86
• Online Access: https://pp.isofts.kiev.ua/index.php/ojs1/article/view/879
• Journal Title: Problems in programming

Ensuring effective decision support in complex distributed organizational systems (especially in national security and defense planning) requires reliable classification methods capable of rapid diagnosis of resource states and risks to strategic interests. The effectiveness of a resource security i...