2 Application of a Machine Learning Technique for Developing Short-Term Flood …
35
Vos R, Velasco M, Labastida E (1999) Economic and social effects of “El Nino” in Ecuador, 1997–8.
ISS Work Pap Ser Ser 292:1–55
Wang W, Gelder PHAJMV, Vrijling JK, Ma J (2006) Forecasting daily streamflow using hybrid
ANN models. J Hydrol 324:383–399. https://doi.org/10.1016/j.jhydrol.2005.09.032
Wang Z, Lai C, Chen X, Yang B, Zhao S, Bai X (2015) Flood hazard risk assessment model based
on random forest. J Hydrol 527:1130–1141. https://doi.org/10.1016/j.jhydrol.2015.06.008
Willems P (2014) Parsimonious rainfall-runoff model construction supported by time series
processing and validation of hydrological extremes–Part 1: Step-wise model-structure identification and calibration approach. J Hydrol 510:578–590. https://doi.org/10.1016/j.jhydrol.2014.
01.017
Willems P (2009) A time series tool to support the multi-criteria performance evaluation of rainfallrunoff models. Environ Model Softw 24:311–321
Wu CL, Chau KW (2011) Rainfall-runoff modeling using artificial neural network coupled with
singular spectrum analysis. J Hydrol 399:394–409. https://doi.org/10.1016/j.jhydrol.2011.01.017
35
Vos R, Velasco M, Labastida E (1999) Economic and social effects of “El Nino” in Ecuador, 1997–8.
ISS Work Pap Ser Ser 292:1–55
Wang W, Gelder PHAJMV, Vrijling JK, Ma J (2006) Forecasting daily streamflow using hybrid
ANN models. J Hydrol 324:383–399. https://doi.org/10.1016/j.jhydrol.2005.09.032
Wang Z, Lai C, Chen X, Yang B, Zhao S, Bai X (2015) Flood hazard risk assessment model based
on random forest. J Hydrol 527:1130–1141. https://doi.org/10.1016/j.jhydrol.2015.06.008
Willems P (2014) Parsimonious rainfall-runoff model construction supported by time series
processing and validation of hydrological extremes–Part 1: Step-wise model-structure identification and calibration approach. J Hydrol 510:578–590. https://doi.org/10.1016/j.jhydrol.2014.
01.017
Willems P (2009) A time series tool to support the multi-criteria performance evaluation of rainfallrunoff models. Environ Model Softw 24:311–321
Wu CL, Chau KW (2011) Rainfall-runoff modeling using artificial neural network coupled with
singular spectrum analysis. J Hydrol 399:394–409. https://doi.org/10.1016/j.jhydrol.2011.01.017