scholarly journals Prediction of Stream Flow in Humid Tropical Rivers by Support Vector Machines

2017 ◽  
Vol 111 ◽  
pp. 01007 ◽  
Author(s):  
Mohammed Seyam ◽  
Faridah Othman ◽  
Ahmed El-Shafie
Keyword(s):  
Support Vector Machines ◽  
Stream Flow ◽  
Support Vector ◽  
Tropical Rivers ◽  
Vector Machines

A Hybrid Model for Stream Flow Forecasting Using Wavelet and Least Squares Support Vector Machines

2015 ◽  
Vol 73 (1) ◽  
Author(s):  
Ani Shabri
Keyword(s):  
Time Series ◽  
Support Vector Machines ◽  
Stream Flow ◽  
Time Series Prediction ◽  
Peninsular Malaysia ◽  
Least Square ◽  
Support Vector ◽  
Arima Models ◽  
Statistical Measures ◽  
Vector Machines

This paper proposed a hybrid wavelet-least square support vector machines (WLSSVM) model that combine both wavelet method and LSSVM model for monthly stream flow forecasting. The original stream flow series was decomposed into a number of sub-series of time series using wavelet theory and these time series were imposed as input data to the LSSVM for stream flow forecasting. The monthly stream flow data from Klang and Langat stations in Peninsular Malaysia are used for this case study. Time series prediction capability performance of the WLSSVM model is compared with single LSSVM and Autoregressive Integrated Moving Average (ARIMA) models using various statistical measures. Empirical results showed that the WLSSVM model yield a more accurate outcome compared to individual LSSVM, ANN and ARIMA models for monthly stream flow forecasting.

Multi-time scale stream flow predictions: The support vector machines approach

2006 ◽  
Vol 318 (1-4) ◽  
pp. 7-16 ◽  
Author(s):  
Tirusew Asefa ◽  
Mariush Kemblowski ◽  
Mac McKee ◽  
Abedalrazq Khalil
Keyword(s):  
Support Vector Machines ◽  
Time Scale ◽  
Stream Flow ◽  
Support Vector ◽  
Vector Machines

Soft Biometrics Classification Using Denoising Convolutional Autoencoders and Support Vector Machines

2018 ◽  
Author(s):  
Nelson Marcelo Romero Aquino ◽  
Matheus Gutoski ◽  
Leandro Takeshi Hattori ◽  
Heitor Silvério Lopes
Keyword(s):  
Support Vector Machines ◽  
Support Vector ◽  
Soft Biometrics ◽  
Vector Machines
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