Modeling of air pollutants using least square support vector regression, multivariate adaptive regression spline, and M5 model tree models

Ozgur Kisi; Kulwinder Singh Parmar; Kirti Soni; Vahdettin Demir

doi:10.1007/s11869-017-0477-9

Modeling of air pollutants using least square support vector regression, multivariate adaptive regression spline, and M5 model tree models

Air Quality Atmosphere & Health ◽

10.1007/s11869-017-0477-9 ◽

2017 ◽

Vol 10 (7) ◽

pp. 873-883 ◽

Cited By ~ 34

Author(s):

Ozgur Kisi ◽

Kulwinder Singh Parmar ◽

Kirti Soni ◽

Vahdettin Demir

Keyword(s):

Support Vector Regression ◽

Air Pollutants ◽

Least Square ◽

Multivariate Adaptive Regression Spline ◽

Support Vector ◽

M5 Model Tree ◽

Regression Spline ◽

Tree Models ◽

Adaptive Regression ◽

M5 Model

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Predicting the geometry of regime rivers using M5 model tree, multivariate adaptive regression splines and least square support vector regression methods

International Journal of River Basin Management ◽

10.1080/15715124.2018.1546731 ◽

2018 ◽

Vol 17 (3) ◽

pp. 333-352 ◽

Cited By ~ 6

Author(s):

Saba Shaghaghi ◽

Hossein Bonakdari ◽

Azadeh Gholami ◽

Ozgur Kisi ◽

Andrew Binns ◽

...

Keyword(s):

Support Vector Regression ◽

Least Square ◽

Multivariate Adaptive Regression Splines ◽

Support Vector ◽

Regression Splines ◽

M5 Model Tree ◽

Regression Methods ◽

Adaptive Regression ◽

Adaptive Regression Splines ◽

M5 Model

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Drought forecasting in eastern Australia using multivariate adaptive regression spline, least square support vector machine and M5Tree model

Atmospheric Research ◽

10.1016/j.atmosres.2016.10.004 ◽

2017 ◽

Vol 184 ◽

pp. 149-175 ◽

Cited By ~ 116

Author(s):

Ravinesh C Deo ◽

Ozgur Kisi ◽

Vijay P Singh

Keyword(s):

Support Vector Machine ◽

Least Square ◽

Multivariate Adaptive Regression Spline ◽

Support Vector ◽

Drought Forecasting ◽

Regression Spline ◽

Eastern Australia ◽

Adaptive Regression

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Estimating hysteretic energy demand in steel moment resisting frames using Multivariate Adaptive Regression Spline and Least Square Support Vector Machine

Ain Shams Engineering Journal ◽

10.1016/j.asej.2014.12.006 ◽

2015 ◽

Vol 6 (2) ◽

pp. 449-455 ◽

Cited By ~ 5

Author(s):

Jatin Alreja ◽

Shantaram Parab ◽

Shivam Mathur ◽

Pijush Samui

Keyword(s):

Support Vector Machine ◽

Energy Demand ◽

Least Square ◽

Multivariate Adaptive Regression Spline ◽

Support Vector ◽

Hysteretic Energy ◽

Steel Moment Resisting Frames ◽

Regression Spline ◽

Moment Resisting ◽

Adaptive Regression

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

Neural Computing and Applications ◽

10.1007/s00521-012-1043-x ◽

2012 ◽

Vol 23 (3-4) ◽

pp. 1123-1127 ◽

Cited By ~ 16

Author(s):

Pijush Samui ◽

Dookie Kim

Keyword(s):

Support Vector Machine ◽

Load Capacity ◽

Lateral Load ◽

Least Square ◽

Multivariate Adaptive Regression Spline ◽

Support Vector ◽

Regression Spline ◽

Adaptive Regression

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A Comparative Study Between Least Square Support Vector Machine(Lssvm) and Multivariate Adaptive Regression Spline(Mars) Methods for the Measurement of Load Storing Capacity of Driven Piles in Cohesion Less Soil

International Journal of Structural and Civil Engineering Research ◽

10.18178/ijscer.4.2.189-194 ◽

2015 ◽

Author(s):

Mohit Chugh ◽

◽

Shraddha Satish Thumsi ◽

Vivek Keshri

Keyword(s):

Support Vector Machine ◽

Comparative Study ◽

Least Square ◽

Multivariate Adaptive Regression Spline ◽

Support Vector ◽

Driven Piles ◽

Regression Spline ◽

Adaptive Regression ◽

Cohesion Less Soil

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Pan evaporation modeling using least square support vector machine, multivariate adaptive regression splines and M5 model tree

Journal of Hydrology ◽

10.1016/j.jhydrol.2015.06.052 ◽

2015 ◽

Vol 528 ◽

pp. 312-320 ◽

Cited By ~ 116

Author(s):

Ozgur Kisi

Keyword(s):

Support Vector Machine ◽

Least Square ◽

Multivariate Adaptive Regression Splines ◽

Support Vector ◽

Regression Splines ◽

Pan Evaporation ◽

M5 Model Tree ◽

Adaptive Regression ◽

Adaptive Regression Splines ◽

M5 Model

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Modelling daily dissolved oxygen concentration using least square support vector machine, multivariate adaptive regression splines and M5 model tree

Journal of Hydrology ◽

10.1016/j.jhydrol.2018.02.061 ◽

2018 ◽

Vol 559 ◽

pp. 499-509 ◽

Cited By ~ 49

Author(s):

Salim Heddam ◽

Ozgur Kisi

Keyword(s):

Support Vector Machine ◽

Least Square ◽

Multivariate Adaptive Regression Splines ◽

Support Vector ◽

Regression Splines ◽

Dissolved Oxygen Concentration ◽

M5 Model Tree ◽

Adaptive Regression ◽

Adaptive Regression Splines ◽

M5 Model

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Stream Flow Forecasting of Poorly Gauged Mountainous Watershed by Least Square Support Vector Machine, Fuzzy Genetic Algorithm and M5 Model Tree Using Climatic Data from Nearby Station

Water Resources Management ◽

10.1007/s11269-018-2033-2 ◽

2018 ◽

Vol 32 (14) ◽

pp. 4469-4486 ◽

Cited By ~ 16

Author(s):

Rana Muhammad Adnan ◽

Xiaohui Yuan ◽

Ozgur Kisi ◽

Muhammad Adnan ◽

Asif Mehmood

Keyword(s):

Genetic Algorithm ◽

Stream Flow ◽

Least Square ◽

Support Vector ◽

Climatic Data ◽

M5 Model Tree ◽

Mountainous Watershed ◽

Fuzzy Genetic Algorithm ◽

Fuzzy Genetic ◽

M5 Model

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

Journal of Hydrology ◽

10.1016/j.jhydrol.2015.12.014 ◽

2016 ◽

Vol 534 ◽

pp. 104-112 ◽

Cited By ~ 125

Author(s):

Ozgur Kisi ◽

Kulwinder Singh Parmar

Keyword(s):

Water Pollution ◽

Support Vector Machine ◽

River Water ◽

Least Square ◽

Support Vector ◽

Regression Spline ◽

Spline Models ◽

Adaptive Regression ◽

Long Term Prediction

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Estimating Daily Reference Evapotranspiration using Data Mining Methods of Support Vector Regression and M5 Model Tree

Journal of watershed management research ◽

10.29252/jwmr.9.18.157 ◽

2019 ◽

Vol 9 (18) ◽

pp. 157-167

Author(s):

Saeed Samadianfard ◽

Solmaz Panahi ◽

◽

Keyword(s):

Data Mining ◽

Support Vector Regression ◽

Reference Evapotranspiration ◽

Support Vector ◽

M5 Model Tree ◽

Model Tree ◽

Mining Methods ◽

Using Data ◽

M5 Model

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