Bayesian Model Averaging: A Unique Model Enhancing Forecasting Accuracy for Daily Streamflow Based on Different Antecedent Time Series
作者： Sungwon Kim , Meysam Alizamir , Nam Won Kim , Ozgur Kisi
DOI: 10.3390/SU12229720
关键词:
摘要: … This research evaluated the efficiency of Bayesian model averaging (BMA) model for daily streamflow forecasting in two different streams including Hongcheon and Jucheon stations, …
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Jasper A Vrugt, Bruce A Robinson, None, Treatment of uncertainty using ensemble methods: Comparison of sequential data assimilation and Bayesian model averaging Water Resources Research. ,vol. 43, ,(2007) , 10.1029/2005WR004838
Adrian E. Raftery, David Madigan, Jennifer A. Hoeting, Bayesian Mode Regression arXiv: Methodology. ,(2014) , 10.1080/01621459.1997.10473615
Maheswaran Rathinasamy, Jan Adamowski, Rakesh Khosa, Multiscale streamflow forecasting using a new Bayesian Model Average based ensemble multi-wavelet Volterra nonlinear method Journal of Hydrology. ,vol. 507, pp. 186- 200 ,(2013) , 10.1016/J.JHYDROL.2013.09.025
Dimitri P. Solomatine, Yunpeng Xue, M5 Model Trees and Neural Networks: Application to Flood Forecasting in the Upper Reach of the Huai River in China Journal of Hydrologic Engineering. ,vol. 9, pp. 491- 501 ,(2004) , 10.1061/(ASCE)1084-0699(2004)9:6(491)
Qingyun Duan, Newsha K. Ajami, Xiaogang Gao, Soroosh Sorooshian, Multi-model ensemble hydrologic prediction using Bayesian model averaging Advances in Water Resources. ,vol. 30, pp. 1371- 1386 ,(2007) , 10.1016/J.ADVWATRES.2006.11.014
Sándor Baran, Probabilistic wind speed forecasting using Bayesian model averaging with truncated normal components Computational Statistics & Data Analysis. ,vol. 75, pp. 227- 238 ,(2014) , 10.1016/J.CSDA.2014.02.013
Kabir Rasouli, William W. Hsieh, Alex J. Cannon, Daily streamflow forecasting by machine learning methods with weather and climate inputs Journal of Hydrology. ,vol. 414, pp. 284- 293 ,(2012) , 10.1016/J.JHYDROL.2011.10.039
J. Mc Lean Sloughter, Adrian E. Raftery, Tilmann Gneiting, Chris Fraley, Probabilistic Quantitative Precipitation Forecasting Using Bayesian Model Averaging Monthly Weather Review. ,vol. 135, pp. 3209- 3220 ,(2007) , 10.1175/MWR3441.1
Wei‐Yin Loh, Classification and regression trees Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery. ,vol. 1, pp. 14- 23 ,(2011) , 10.1002/WIDM.8
M Taghi Sattari, Mahesh Pal, Halit Apaydin, Fazli Ozturk, None, M5 model tree application in daily river flow forecasting in Sohu Stream, Turkey Water Resources. ,vol. 40, pp. 233- 242 ,(2013) , 10.1134/S0097807813030123