%0 Conference Article %T PREDICTING FAILURES THROUGH DATA NOISE: HOW DATA MINING AND ML CREATE FAILURE MODELS IN IT INFRASTRUCTURE %A Pavlov, E.S. %K IT infrastructure, predictive analytics, machine learning, data mining, anomaly detection, AIOps, observability %J MODELING INFORMATION SYSTEMS AND TECHNOLOGIES – 2026 %D 2026 %P 7 %I FSBE Institution of Higher Education Voronezh State University of Forestry and Technologies named after G.F. Morozov