Coupling machine learning methods with wavelet transforms and the bootstrap and boosting ensemble approaches for drought prediction

作者: A. Belayneh , J. Adamowski , B. Khalil , J. Quilty

DOI: 10.1016/J.ATMOSRES.2015.12.017

关键词: Machine learningSupport vector machineArtificial intelligenceBoosting (machine learning)Mean squared errorCorrelationArtificial neural networkWavelet transformWaveletPrecipitation indexMathematics

摘要: … Compare boosting and bootstrap methods … This study explored the ability of coupled machine learning models … The potential of wavelet transforms coupled with the bootstrap and …

参考文章(66)
C. Cacciamani, A. Morgillo, S. Marchesi, V. Pavan, Monitoring and Forecasting Drought on a Regional Scale: Emilia-Romagna Region Springer, Dordrecht. pp. 29- 48 ,(2007) , 10.1007/978-1-4020-5924-7_2
Mark A. Hall, Ian H. Witten, Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques ,(1999)
Mukesh K. Tiwari, Jan Adamowski, Urban water demand forecasting and uncertainty assessment using ensemble wavelet-bootstrap-neural network models Water Resources Research. ,vol. 49, pp. 6486- 6507 ,(2013) , 10.1002/WRCR.20517
Henry K. Ntale, Thian Yew Gan, Drought indices and their application to East Africa International Journal of Climatology. ,vol. 23, pp. 1335- 1357 ,(2003) , 10.1002/JOC.931
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
Andreas Prokoph, Jan Adamowski, Kaz Adamowski, Influence of the 11year solar cycle on annual streamflow maxima in Southern Canada Journal of Hydrology. ,vol. 442-443, pp. 55- 62 ,(2012) , 10.1016/J.JHYDROL.2012.03.038
Robert F. Chevalier, Gerrit Hoogenboom, Ronald W. McClendon, Joel A. Paz, Support vector regression with reduced training sets for air temperature prediction: a comparison with artificial neural networks Neural Computing and Applications. ,vol. 20, pp. 151- 159 ,(2011) , 10.1007/S00521-010-0363-Y
Mukesh K. Tiwari, Chandranath Chatterjee, A new wavelet-bootstrap-ANN hybrid model for daily discharge forecasting Journal of Hydroinformatics. ,vol. 13, pp. 500- 519 ,(2011) , 10.2166/HYDRO.2010.142