Evaluation of Logistic Regression and Multivariate Adaptive Regression Spline Models for Groundwater Potential Mapping Using R and GIS

A comparison between ten advanced and soft computing models for groundwater qanat potential assessment in Iran using R and GIS

(2017) Seyed Amir Naghibi et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Application of GIS-based data driven random forest and maximum entropy models for groundwater potential mapping: A case study at Mehran Region, Iran

(2016) Omid Rahmati et al.   CATENA

GIS-based multivariate adaptive regression spline and random forest models for groundwater potential mapping in Iran

(2016) Mohsen Zabihi et al.   Environmental Earth Sciences

A comparative study of different machine learning methods for landslide susceptibility assessment: A case study of Uttarakhand area (India)

(2016) Binh Thai Pham et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Landslide susceptibility assessment in Lianhua County (China): A comparison between a random forest data mining technique and bivariate and multivariate statistical models

(2016) Haoyuan Hong et al.   GEOMORPHOLOGY

Evaluation of four supervised learning methods for groundwater spring potential mapping in Khalkhal region (Iran) using GIS-based features

(2016) Seyed Amir Naghibi et al.   HYDROGEOLOGY JOURNAL

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

Landslide susceptibility mapping in Mizunami City, Japan: A comparison between logistic regression, bivariate statistical analysis and multivariate adaptive regression spline models

(2015) Liang-Jie Wang et al.   CATENA

Random forest predictive modeling of mineral prospectivity with small number of prospects and data with missing values in Abra (Philippines)

(2015) Emmanuel John M. Carranza et al.   COMPUTERS & GEOSCIENCES

Comparison of Logistic Regression and Random Forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy)

(2015) Alessandro Trigila et al.   GEOMORPHOLOGY

Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: A case of the Belice River basin (western Sicily, Italy)

(2015) Christian Conoscenti et al.   GEOMORPHOLOGY

Linear discriminant analysis to describe the relationship between rainfall and landslides in Bogotá, Colombia

(2015) Alfonso Mariano Ramos-Cañón et al.   Landslides

A Comparative Assessment Between Three Machine Learning Models and Their Performance Comparison by Bivariate and Multivariate Statistical Methods in Groundwater Potential Mapping

(2015) Seyed Amir Naghibi et al.   WATER RESOURCES MANAGEMENT

Application of analytical hierarchy process, frequency ratio, and certainty factor models for groundwater potential mapping using GIS

(2015) Yousef Razandi et al.   Earth Science Informatics

Application of Decision-Tree Model to Groundwater Productivity-Potential Mapping

(2015) Saro Lee et al.   Sustainability

Probabilistic frequency ratio model for groundwater potential mapping in Al Jaww plain, UAE

(2014) Samy Ismail Elmahdy et al.   Arabian Journal of Geosciences

Regional prediction of groundwater potential mapping in a multifaceted geology terrain using GIS-based Dempster–Shafer model

(2014) K. A. Mogaji et al.   Arabian Journal of Geosciences

Object-based gully system prediction from medium resolution imagery using Random Forests

(2014) Rajesh B.V. Shruthi et al.   GEOMORPHOLOGY

Use of Machine Learning Methods to Reduce Predictive Error of Groundwater Models

(2014) Tianfang Xu et al.   Groundwater

GIS-based groundwater spring potential assessment and mapping in the Birjand Township, southern Khorasan Province, Iran

(2014) Zohre Sadat Pourtaghi et al.   HYDROGEOLOGY JOURNAL

Evaluation and comparison of landslide susceptibility mapping methods: a case study for the Ulus district, Bartın, northern Turkey

(2014) Arif Mert Eker et al.   INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE

Application of GIS based data driven evidential belief function model to predict groundwater potential zonation

(2014) Haleh Nampak et al.   JOURNAL OF HYDROLOGY

Groundwater qanat potential mapping using frequency ratio and Shannon’s entropy models in the Moghan watershed, Iran

(2014) Seyed Amir Naghibi et al.   Earth Science Informatics

Landslide susceptibility assessment using object mapping units, decision tree, and support vector machine models in the Three Gorges of China

(2013) Xueling Wu et al.   Environmental Earth Sciences

Application of probabilistic-based frequency ratio model in groundwater potential mapping using remote sensing data and GIS

(2012) Mohamad Abd Manap et al.   Arabian Journal of Geosciences

Use of Nested Flow Models and Interpolation Techniques for Science-Based Management of the Sheyenne National Grassland, North Dakota, USA

(2012) M.A. Gusyev et al.   Groundwater

A comparative study of frequency ratio, weights of evidence and logistic regression methods for landslide susceptibility mapping: Sultan Mountains, SW Turkey

(2012) Adnan Ozdemir et al.   JOURNAL OF ASIAN EARTH SCIENCES

Assessing the accuracy of GIS-based elementary multi criteria decision analysis as a spatial prediction tool – A case of predicting potential zones of sustainable groundwater resources

(2012) K.A.N. Adiat et al.   JOURNAL OF HYDROLOGY

Mapping landslide susceptibility with logistic regression, multiple adaptive regression splines, classification and regression trees, and maximum entropy methods: a comparative study

(2012) Ángel M. Felicísimo et al.   Landslides

Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS

(2011) Dieu Tien Bui et al.   COMPUTERS & GEOSCIENCES

Using a binary logistic regression method and GIS for evaluating and mapping the groundwater spring potential in the Sultan Mountains (Aksehir, Turkey)

(2011) Adnan Ozdemir   JOURNAL OF HYDROLOGY

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

GIS mapping of regional probabilistic groundwater potential in the area of Pohang City, Korea

(2010) Hyun-Joo Oh et al.   JOURNAL OF HYDROLOGY

Using and comparing two nonparametric methods (CART and MARS) to model the potential distribution of gullies

(2009) Álvaro Gómez Gutiérrez et al.   ECOLOGICAL MODELLING

Weight of evidence and artificial neural networks for potential groundwater spring mapping: an application to the Mt. Modino area (Northern Apennines, Italy)

(2009) Alessandro Corsini et al.   GEOMORPHOLOGY

Comparison of landslide susceptibility based on a decision-tree model and actual landslide occurrence: The Akaishi Mountains, Japan

(2009) Hitoshi Saito et al.   GEOMORPHOLOGY

Probabilistic neural networks applied to mineral potential mapping for platinum group elements in the Serra Leste region, Carajás Mineral Province, Brazil

(2008) Emilson Pereira Leite et al.   COMPUTERS & GEOSCIENCES