Improving Accuracy of River Flow Forecasting Using LSSVR with Gravitational Search Algorithm

Modeling reference evapotranspiration using three different heuristic regression approaches

(2016) Ozgur Kisi   AGRICULTURAL WATER MANAGEMENT

Benchmarking regression algorithms for income prediction modeling

(2016) Azamat Kibekbaev et al.   INFORMATION SYSTEMS

Evaluation of data driven models for river suspended sediment concentration modeling

(2016) Mohammad Zounemat-Kermani et al.   JOURNAL OF HYDROLOGY

Application of least square support vector machine and multivariate adaptive regression spline models in long term prediction of river water pollution

(2016) Ozgur Kisi et al.   JOURNAL OF HYDROLOGY

The short-term forecasting of evaporation duct height (EDH) based on ARIMA model

(2016) Shaobo Yang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

A novel hybrid gravitational search and pattern search algorithm for load frequency control of nonlinear power system

(2015) Rabindra Kumar Sahu et al.   APPLIED SOFT COMPUTING

Short-term wind power prediction based on LSSVM–GSA model

(2015) Xiaohui Yuan et al.   ENERGY CONVERSION AND MANAGEMENT

Prediction of the properties of brines using least squares support vector machine (LS-SVM) computational strategy

(2015) Milad Arabloo et al.   Journal of the Taiwan Institute of Chemical Engineers

Long-term runoff study using SARIMA and ARIMA models in the United States

(2015) Mohammad Valipour   METEOROLOGICAL APPLICATIONS

Estimation of monthly evaporative loss using relevance vector machine, extreme learning machine and multivariate adaptive regression spline models

(2015) Ravinesh C. Deo et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Streamflow Forecasting and Estimation Using Least Square Support Vector Regression and Adaptive Neuro-Fuzzy Embedded Fuzzy c-means Clustering

(2015) Ozgur Kisi   WATER RESOURCES MANAGEMENT

Modeling of daily pan evaporation in sub tropical climates using ANN, LS-SVR, Fuzzy Logic, and ANFIS

(2014) Manish Kumar Goyal et al.   EXPERT SYSTEMS WITH APPLICATIONS

Monthly discharge forecasting using wavelet neural networks with extreme learning machine

(2014) BaoJian Li et al.   Science China-Technological Sciences

A Stochastic Modelling Technique for Groundwater Level Forecasting in an Arid Environment Using Time Series Methods

(2014) Mohammad Mirzavand et al.   WATER RESOURCES MANAGEMENT

Integrating Wavelet Analysis and BPANN to Simulate the Annual Runoff With Regional Climate Change: A Case Study of Yarkand River, Northwest China

(2014) Jianhua Xu et al.   WATER RESOURCES MANAGEMENT

Application of seasonal SVR with chaotic gravitational search algorithm in electricity forecasting

(2013) Fuh-Yuh Ju et al.   APPLIED MATHEMATICAL MODELLING

Runoff Estimation by Machine Learning Methods and Application to the Euphrates Basin in Turkey

(2013) Abdullah Gokhan Yilmaz et al.   JOURNAL OF HYDROLOGIC ENGINEERING

A comparative study of artificial neural network, adaptive neuro fuzzy inference system and support vector machine for forecasting river flow in the semiarid mountain region

(2013) Zhibin He et al.   JOURNAL OF HYDROLOGY

M5 model tree application in daily river flow forecasting in Sohu Stream, Turkey

(2013) M. Taghi Sattari et al.   Water Resources

Forecasting of Remotely Sensed Daily Evapotranspiration Data Over Nile Delta Region, Egypt

(2013) Aris Psilovikos et al.   WATER RESOURCES MANAGEMENT

Monthly river flow forecasting using artificial neural network and support vector regression models coupled with wavelet transform

(2012) Aman Mohammad Kalteh   COMPUTERS & GEOSCIENCES

Sales forecasting for computer wholesalers: A comparison of multivariate adaptive regression splines and artificial neural networks

(2012) Chi-Jie Lu et al.   DECISION SUPPORT SYSTEMS

Rainfall-runoff modeling using least squares support vector machines

(2012) Umut Okkan et al.   ENVIRONMETRICS

Streamflow forecasting using least-squares support vector machines

(2012) Ani Shabri et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES

Modeling river stage–discharge–sediment rating relation using support vector regression

(2012) Sharad K. Jain   HYDROLOGY RESEARCH

Least squares support vector machine for modeling daily reference evapotranspiration

(2012) Ozgur Kisi   IRRIGATION SCIENCE

Comparison of multivariate adaptive regression splines with coupled wavelet transform artificial neural networks for runoff forecasting in Himalayan micro-watersheds with limited data

(2012) Jan Adamowski et al.   JOURNAL OF HYDROINFORMATICS

Modeling discharge-suspended sediment relationship using least square support vector machine

(2012) Ozgur Kisi   JOURNAL OF HYDROLOGY

Forecasting performance of LS-SVM for nonlinear hydrological time series

(2012) Seok Hwan Hwang et al.   KSCE Journal of Civil Engineering

Least square support vector machine and multivariate adaptive regression spline for modeling lateral load capacity of piles

(2012) Pijush Samui et al.   NEURAL COMPUTING & APPLICATIONS

Comparison between linear genetic programming and M5 tree models to predict flow discharge in compound channels

(2012) A. Zahiri et al.   NEURAL COMPUTING & APPLICATIONS

Least squares support vector machine for short-term prediction of meteorological time series

(2012) A. Mellit et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Singular Spectrum Analysis and ARIMA Hybrid Model for Annual Runoff Forecasting

(2011) Qiang Zhang et al.   WATER RESOURCES MANAGEMENT

Data-driven models for monthly streamflow time series prediction

(2010) C.L. Wu et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Filter modeling using gravitational search algorithm

(2010) Esmat Rashedi et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer

(2010) Heesung Yoon et al.   JOURNAL OF HYDROLOGY

Estimating soil moisture using remote sensing data: A machine learning approach

(2009) Sajjad Ahmad et al.   ADVANCES IN WATER RESOURCES

A hybrid neural network and ARIMA model for water quality time series prediction

(2009) Durdu Ömer Faruk   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

GSA: A Gravitational Search Algorithm

(2009) Esmat Rashedi et al.   INFORMATION SCIENCES

Forecasting Weekly Evapotranspiration with ARIMA and Artificial Neural Network Models

(2009) Gorka Landeras et al.   JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING

Comparison between M5′ model tree and neural networks for prediction of significant wave height in Lake Superior

(2009) A. Etemad-Shahidi et al.   OCEAN ENGINEERING

Estimation of Mean Annual Flood in Indian Catchments Using Backpropagation Neural Network and M5 Model Tree

(2009) Krishna Kumar Singh et al.   WATER RESOURCES MANAGEMENT

Generalization performance of support vector machines and neural networks in runoff modeling

(2008) Mohsen Behzad et al.   EXPERT SYSTEMS WITH APPLICATIONS

Performance of Multivariate Adaptive Regression Splines (MARS) in predicting runoff in mid-Himalayan micro-watersheds with limited data / Performances de régressions par splines multiples et adaptives (MARS) pour la prévision d'écoulement au sein de micro-bassins versants Himalayens d'altitudes intermédiaires avec peu de données

(2008) V. N. SHARDA et al.   HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES