Manjusha Nambiar PV and Arpita Gupta (2026) “Deep Learning Methods for Multi-Class Imbalance in Water Quality Monitoring of Rural Water Systems: A Comprehensive Review”, Waterlines, 44(1s), pp. 279–303. doi: 10.3362/waterlines.v44i1s.774.