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

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

This study mapped and analyzed groundwater potential using two different models, logistic regression (LR) and multivariate adaptive regression splines (MARS), and compared the results. A spatial database was constructed for groundwater well data and groundwater influence factors. Groundwater well da...

Full description

Bibliographic Details
Main Authors:	Soyoung Park, Se-Yeong Hamm, Hang-Tak Jeon, Jinsoo Kim
Format:	Article
Language:	English
Published:	MDPI AG 2017-07-01
Series:	Sustainability
Subjects:	groundwater potential logistic regression multivariate adaptive regression splines groundwater potential map groundwater potential analysis
Online Access:	https://www.mdpi.com/2071-1050/9/7/1157

Similar Items

The Predictive Capability of a Novel Ensemble Tree-Based Algorithm for Assessing Groundwater Potential
by: Soyoung Park, et al.
Published: (2021-02-01)

Integrating In-Situ Data and RS-GIS Techniques to Identify Groundwater Potential Sites in Mountainous Regions of Taiwan
by: Jung-Jun Lin, et al.
Published: (2020-06-01)

Groundwater Spring Potential Mapping Using Artificial Intelligence Approach Based on Kernel Logistic Regression, Random Forest, and Alternating Decision Tree Models
by: Wei Chen, et al.
Published: (2020-01-01)

Evaluating Sources of Arsenic in Groundwater in Virginia using a Logistic Regression Model
by: VanDerwerker, Tiffany Jebson
Published: (2017)

Evaluation of Groundwater Potential and Safe Yield of Heterogeneous Unconsolidated Aquifers in Chiang Mai Basin, Northern Thailand
by: Sutthipong Taweelarp, et al.
Published: (2021-02-01)

Using Regression Kriging to Analyze Groundwater According to Depth and Capacity of Wells
by: Aras Jalal Mhamad
Published: (2019-05-01)

USING THE GEOGRAPHICAL INFORMATION SYSTEM (GIS) AND REMOTE SENSING TECHNIQUES FOR MAPPING THE GROUNDWATER POTENTIAL ZONES IN KG TIMBANG DAYANG, KOTA BELUD, SABAH
by: Zulherry Isnain, et al.
Published: (2020-11-01)

Geoelectrical parameter-based multivariate regression borehole yield model for predicting aquifer yield in managing groundwater resource sustainability
by: Kehinde Anthony Mogaji
Published: (2016-07-01)

Novel Ensemble of Multivariate Adaptive Regression Spline with Spatial Logistic Regression and Boosted Regression Tree for Gully Erosion Susceptibility
by: Paramita Roy, et al.
Published: (2020-10-01)

Regional Mapping of Groundwater Resources in Data-Scarce Regions: The Case of Laos
by: Mathieu Viossanges, et al.
Published: (2017-12-01)

Use of remote sensing and GIS techniques for groundwater exploration in the basement complex terrain of Ado-Ekiti, SW Nigeria
by: A. Akinola Oyedele
Published: (2019-03-01)

Mapping Groundwater Potential for Irrigation, by Geographical Information System and Remote Sensing Techniques: A Case Study of District Lower Dir, Pakistan
by: Abid Sarwar, et al.
Published: (2021-05-01)

Developing a hydrogeological conceptual model for subterranean groundwater control areas using remote sensing techniques, Hout catchment, Limpopo, South Africa
by: Mkali, Andrew Talinda
Published: (2021)

A GIS-based approach for supporting groundwater protection in eskers: Application to sand and gravel extraction activities in Abitibi-Témiscamingue, Quebec, Canada
by: Simon Nadeau, et al.
Published: (2015-09-01)

A survey of the repository of groundwater potential and distribution using geoelectrical resistivity method in Itu Local Government Area (L.G.A), Akwa Ibom State, southern Nigeria
by: Ibuot J., et al.
Published: (2013-12-01)

GIS-based multi-criteria analysis for identification of potential groundwater recharge zones - a case study from Ponnaniyaru watershed, Tamil Nadu, India
by: Devanantham Abijith, et al.
Published: (2020-01-01)

Regression Analysis and Risk Assessment of Groundwater Levels
by: Panagiota Theodoridou, et al.
Published: (2018-08-01)

Prediction of interfaces of geological formations using the multivariate adaptive regression spline method
by: Xiaohui Qi, et al.
Published: (2021-06-01)

Assessment of groundwater quality of Ballia district, Uttar Pradesh, India, with reference to arsenic contamination using multivariate statistical analysis
by: Asha Lata Singh, et al.
Published: (2018-06-01)

Financial Forecasting With Multivariate Adaptive Regression Splines and Queen Genetic Algorithm-Support Vector Regression
by: Yuh-Jen Chen, et al.
Published: (2019-01-01)

Short-term prediction of groundwater level using improved random forest regression with a combination of random features
by: Xuanhui Wang, et al.
Published: (2018-07-01)

Data-Driven Approach to Assess Spatial-Temporal Interactions of Groundwater and Precipitation in Choushui River Groundwater Basin, Taiwan
by: Lamtupa Nainggolan, et al.
Published: (2020-11-01)

Integration of different influencing factors in GIS to delineate groundwater potential areas using IF and FR techniques: a study of Pravara basin, Maharashtra, India
by: Sumit Das, et al.
Published: (2018-10-01)

An Assessment of Groundwater Contamination Risk with Radon Based on Clustering and Structural Models
by: Lisa Martins, et al.
Published: (2019-05-01)

Application of Support Vector Regression and Metaheuristic Optimization Algorithms for Groundwater Potential Mapping in Gangneung-si, South Korea
by: Muhammad Fulki Fadhillah, et al.
Published: (2021-03-01)

Statistical Modeling for Spatial Groundwater Potential Map Based on GIS Technique
by: Aliasghar Azma, et al.
Published: (2021-03-01)

Escalate groundwater potential for acquiring sustainability and resilience in Pekalongan City, Indonesia – a review
by: Cahaya Hati Asri, et al.
Published: (2020-01-01)

Evaluation of debris flow susceptibility in El Salvador (CA): a comparison between Multivariate Adaptive Regression Splines (MARS) and Binary Logistic Regression (BLR)
by: Edoardo Rotigliano, et al.
Published: (2018-12-01)

Integrated decision-making model for groundwater potential evaluation in mining areas using the cusp catastrophe model and principal component analysis
by: Xiaofei Sun, et al.
Published: (2021-10-01)

Groundwater Potential Mapping Using Remote Sensing and GIS-Based Machine Learning Techniques
by: Sunmin Lee, et al.
Published: (2020-04-01)

Shallow aquifer potential mapping in the foothills of Churia in Eastern Gangetic Plain of Saptari District, Nepal
by: Bhesh Raj Thapa, et al.
Published: (2019-05-01)

Potensi air tanah di cekungan air tanah Sambas, Provinsi Kalimantan Barat
by: Robi S. Hidayat
Published: (2014-06-01)

Groundwater potential mapping using GIS, linear weighted combination techniques and geochemical processes identification, west of the Qena area, Upper Egypt
by: Fathy Abdalla, et al.
Published: (2020-01-01)

Evaluation of Groundwater Potential Zone Using Remote Sensing and Geographical Information System: in Kaffa Zone, South Western Ethiopia
by: Azarias Ayele Woldegebriel, et al.
Published: (2021-09-01)

Water Policy of Korea for Supplying Safe Groundwater in Rural Areas
by: Chung-Mo Lee, et al.
Published: (2017-07-01)

Slope stability evaluation using backpropagation neural networks and multivariate adaptive regression splines
by: Liao Zhihao, et al.
Published: (2020-11-01)

Hydrogeophysical appraisal of groundwater potential in the fractured basement aquifer of the federal capital territory, Abuja, Nigeria
by: Emmanuel Daanoba Sunkari, et al.
Published: (2021-03-01)

Groundwater and geothermal anomalies due to a prolate spheroid
by: Milan HVOŽDARA
Published: (2009-06-01)

Modeling of Indonesia Composite Index using Artificial Neural Network and Multivariate Adaptive Regression Spline (retracted)
by: Mutia Yollanda, et al.
Published: (2019-10-01)

Data for the evaluation of groundwater quality using water quality index and regression analysis in parts of Nalgonda district, Telangana, Southern India
by: K. Saikrishna, et al.
Published: (2020-10-01)