Manjusha Nambiar PV, and Arpita Gupta. “Deep Learning Methods for Multi-Class Imbalance in Water Quality Monitoring of Rural Water Systems: A Comprehensive Review”. Waterlines, vol. 44, no. 1s, June 2026, pp. 279-03, doi:10.3362/waterlines.v44i1s.774.