KPI Prediction

KPI prediction focuses on accurately forecasting key performance indicators, crucial metrics reflecting the health and performance of various systems, from wireless networks to financial reports. Current research emphasizes the use of machine learning, particularly deep learning models, and advanced statistical methods like conformal prediction to improve prediction accuracy and reliability, often addressing challenges like high dimensionality and noisy data through feature extraction and selection techniques. This field is significant for optimizing system performance, enabling proactive anomaly detection, and improving decision-making across diverse sectors, including telecommunications, software engineering, and finance.