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cs.LG2025
Active Rule Mining for Multivariate Anomaly Detection in Radio Access Networks
Ebenezer R. H. P. Isaac, Joseph H. R. Isaac
Multivariate anomaly detection finds its importance in diverse applications. Despite the existence of many detectors to solve this problem, one cannot simply define why an obtained…
cs.LG2023
Adaptive Thresholding Heuristic for KPI Anomaly Detection
Ebenezer R. H. P. Isaac, Akshat Sharma
A plethora of outlier detectors have been explored in the time series domain, however, in a business sense, not all outliers are anomalies of interest. Existing anomaly detection s…
cs.LG2023
QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI Forecasting
Ebenezer RHP Isaac, Bulbul Singh
Forecasting time series patterns, such as cell key performance indicators (KPIs) of radio access networks (RAN), plays a vital role in enhancing service quality and operational eff…