A machine learning framework for flood risk assessment with imbalanced data

A. Tsouni, C.F. Panagiotou, C. Konstantinou, V. Pagana, D. Hadjimitsis, N. Mamassis, D. Koutsoyiannis, and C. Kontoes, A machine learning framework for flood risk assessment with imbalanced data, Journal of Flood Risk Management, 19, e70257, doi:10.1111/jfr3.70257, 2026.

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[Αγγλικά]

Εργασίες μας στις οποίες αναφέρεται αυτή η εργασία:

1.	P. Dimitriadis, A. Tegos, A. Oikonomou, V. Pagana, A. Koukouvinos, N. Mamassis, D. Koutsoyiannis, and A. Efstratiadis, Comparative evaluation of 1D and quasi-2D hydraulic models based on benchmark and real-world applications for uncertainty assessment in flood mapping, Journal of Hydrology, 534, 478–492, doi:10.1016/j.jhydrol.2016.01.020, 2016.
2.	D. Koutsoyiannis, Revisiting the global hydrological cycle: is it intensifying?, Hydrology and Earth System Sciences, 24, 3899–3932, doi:10.5194/hess-24-3899-2020, 2020.
3.	P. Dimitriadis, D. Koutsoyiannis, T. Iliopoulou, and P. Papanicolaou, A global-scale investigation of stochastic similarities in marginal distribution and dependence structure of key hydrological-cycle processes, Hydrology, 8 (2), 59, doi:10.3390/hydrology8020059, 2021.
4.	A. Pizarro, P. Dimitriadis, T. Iliopoulou, S. Manfreda, and D. Koutsoyiannis, Stochastic Analysis of the Marginal and Dependence Structure of Streamflows: From Fine-Scale Records to Multi-Centennial Paleoclimatic Reconstructions, Hydrology, 9 (7), 126, doi:10.3390/hydrology9070126, 2022.
5.	G.-F. Sargentis, R. Ioannidis, M. Kougia, I. Benekos, T. Iliopoulou, P. Dimitriadis, A. Koukouvinos, D. Dimitrakopoulou, N. Mamassis, A. Tsouni, S. Sigourou, V. Pagana, E. Frangedaki, N. D. Lagaros, C. Kontoes, and D. Koutsoyiannis, Do floods attack cities or cities invade flood plains?, Proceedings of the International Conferences on Digital Technology Driven Engineering 2024, Irbid - Jordan, 216–224, Springer Nature, 2025.
6.	A. Tsouni, S. Sigourou, V. Pagana, M.-C. Tsoutsos, P. Dimitriadis, G.-F. Sargentis, T. Iliopoulou, R. Ioannidis, D. Dimitrakopoulou, E. Chardavellas, M.J. Alexopoulos, A. Koukouvinos, N. Mamassis, D. Koutsoyiannis, and C. Kontoes, Multiparameter flood risk assessment and management planning at high spatial resolution in the region of Attica, Greece, IEEE Journal of Selected Topics in Applied Earth Observations …, 18, 25966–25979, doi:10.1109/JSTARS.2025.3613569, 2025.

Κατηγορίες: Πλημμύρες, Υδροπληροφορική