P, Renuka, Dr Nilesh Parihar, and Dr Tharini Benarji. 2026. “Identifying Anomalies in Air Quality Prediction Using Machine Learning and Transformer-Based Techniques”. International Journal of Artificial Intelligence and Machine Learning 6 (12s):1148-60. https://doi.org/10.51483/IJAIML.6.12s.2026.1148-1160.