A Comparative Assessment of Random Forest and k-Nearest Neighbor Classifiers for Gully Erosion Susceptibility Mapping

Spatial modelling of gully headcuts using UAV data and four best-first decision classifier ensembles (BFTree, Bag-BFTree, RS-BFTree, and RF-BFTree)

(2019) Mohsen Hosseinalizadeh et al.   GEOMORPHOLOGY

Assessing the performance of GIS- based machine learning models with different accuracy measures for determining susceptibility to gully erosion

(2019) Younes Garosi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Water Resources Management Through Flood Spreading Project Suitability Mapping Using Frequency Ratio, k-nearest Neighbours, and Random Forest Algorithms

(2019) Seyed Amir Naghibi et al.   Natural Resources Research

Spatial modelling of gully erosion in Mazandaran Province, northern Iran

(2018) Mohsen Zabihi et al.   CATENA

Groundwater potential mapping using C5.0, random forest, and multivariate adaptive regression spline models in GIS

(2018) Ali Golkarian et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

GIS-based gully erosion susceptibility mapping: a comparison among three data-driven models and AHP knowledge-based technique

(2018) Alireza Arabameri et al.   Environmental Earth Sciences

Modelling gully-erosion susceptibility in a semi-arid region, Iran: Investigation of applicability of certainty factor and maximum entropy models

(2018) Ali Azareh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Monitoring gully change: A comparison of airborne and terrestrial laser scanning using a case study from Aratula, Queensland

(2017) Nicholas R Goodwin et al.   GEOMORPHOLOGY

Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Improving transferability strategies for debris flow susceptibility assessment: Application to the Saponara and Itala catchments (Messina, Italy)

(2017) M. Cama et al.   GEOMORPHOLOGY

A comparative assessment of GIS-based data mining models and a novel ensemble model in groundwater well potential mapping

(2017) Seyed Amir Naghibi et al.   JOURNAL OF HYDROLOGY

The contribution of gully erosion to total sediment production in a small watershed in Southwest China

(2017) Xiyu Zhang et al.   PHYSICAL GEOGRAPHY

Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling

(2017) Hamid Reza Pourghasemi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Evaluating the influence of geo-environmental factors on gully erosion in a semi-arid region of Iran: An integrated framework

(2017) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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 Support Vector Machine, Random Forest, and Genetic Algorithm Optimized Random Forest Models in Groundwater Potential Mapping

(2017) Seyed Amir Naghibi et al.   WATER RESOURCES MANAGEMENT

Landslide susceptibility mapping using random forest and boosted tree models in Pyeong-Chang, Korea

(2017) Jeong-Cheol Kim et al.   Geocarto International

Spatial prediction of flood susceptibility using random-forest and boosted-tree models in Seoul metropolitan city, Korea

(2017) Sunmin Lee et al.   Geomatics Natural Hazards & Risk

Effects of ephemeral gully erosion on soil degradation in a cultivated area in Sicily (Italy)

(2016) Paul Ollobarren et al.   CATENA

Random forests and evidential belief function-based landslide susceptibility assessment in Western Mazandaran Province, Iran

(2016) Hamid Reza Pourghasemi et al.   Environmental Earth Sciences

Reservoir Sedimentation and Upstream Sediment Sources: Perspectives and Future Research Needs on Streambank and Gully Erosion

(2016) G. A. Fox et al.   ENVIRONMENTAL MANAGEMENT

Degradation of the Mitchell River fluvial megafan by alluvial gully erosion increased by post-European land use change, Queensland, Australia

(2016) J.G. Shellberg et al.   GEOMORPHOLOGY

Timing and causes of gully erosion in the riparian zone of the semi-arid tropical Victoria River, Australia: Management implications

(2016) G.L. McCloskey et al.   GEOMORPHOLOGY

Water erosion susceptibility mapping by applying Stochastic Gradient Treeboost to the Imera Meridionale River Basin (Sicily, Italy)

(2016) Silvia Eleonora Angileri et al.   GEOMORPHOLOGY

Development of a New Zealand SedNet model for assessment of catchment-wide soil-conservation works

(2016) John R. Dymond 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

Gully erosion susceptibility mapping: the role of GIS-based bivariate statistical models and their comparison

(2016) Omid Rahmati et al.   NATURAL HAZARDS

Evaluating the influence of physical, economic and managerial factors on sheet erosion in rangelands of SW Spain by performing a sensitivity analysis on an integrated dynamic model

(2016) J. Ibáñez et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Gully morphology, hillslope erosion, and precipitation characteristics in the Appalachian Valley and Ridge province, southeastern USA

(2015) Ingrid E. Luffman et al.   CATENA

Using topographical attributes to evaluate gully erosion proneness (susceptibility) in two mediterranean basins: advantages and limitations

(2015) Álvaro Gómez-Gutiérrez et al.   NATURAL HAZARDS

An integrated assessment of soil erosion dynamics with special emphasis on gully erosion in the Mazayjan basin, southwestern Iran

(2015) Reza Zakerinejad et al.   NATURAL HAZARDS

Gully erosion as a natural and human-induced hazard

(2015) Ion Ionita et al.   NATURAL HAZARDS

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

Building Predictive Models inRUsing thecaretPackage

(2015) Max Kuhn   Journal of Statistical Software

GIS-based frequency ratio and index of entropy models for landslide susceptibility assessment in the Caspian forest, northern Iran

(2014) A. Jaafari et al.   International Journal of Environmental Science and Technology

Potential of weight of evidence modelling for gully erosion hazard assessment in Mbire District – Zimbabwe

(2014) F. Dube et al.   PHYSICS AND CHEMISTRY OF THE EARTH

GIS-based landslide susceptibility mapping with probabilistic likelihood ratio and spatial multi-criteria evaluation models (North of Tehran, Iran)

(2013) H. R. Pourghasemi et al.   Arabian Journal of Geosciences

A GIS-based approach for gully erosion susceptibility modelling: a test in Sicily, Italy

(2013) Christian Conoscenti et al.   Environmental Earth Sciences

Gully erosion susceptibility assessment by means of GIS-based logistic regression: A case of Sicily (Italy)

(2013) Christian Conoscenti et al.   GEOMORPHOLOGY

Machine Learning Feature Selection Methods for Landslide Susceptibility Mapping

(2013) Natan Micheletti et al.   Mathematical Geosciences

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

Sediment yield from irregularly shaped gullies located on the Fortuna lithologic formation in semi-arid area of Tunisia

(2012) Mohamed Amine El Maaoui et al.   CATENA

Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea

(2012) Soyoung Park et al.   Environmental Earth Sciences

Predicting copper concentrations in acid mine drainage: a comparative analysis of five machine learning techniques

(2012) Getnet D. Betrie et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Letter to the Editor: On the stability and ranking of predictors from random forest variable importance measures

(2011) K. K. Nicodemus   BRIEFINGS IN BIOINFORMATICS

Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area

(2011) Hyun-Joo Oh et al.   COMPUTERS & GEOSCIENCES

GIS-based landslide susceptibility mapping using bivariate statistical analysis in Devrek (Zonguldak-Turkey)

(2011) Cagatay Yilmaz et al.   Environmental Earth Sciences

Comparison of GIS-based gullying susceptibility mapping using bivariate and multivariate statistics: Northern Calabria, South Italy

(2011) Federica Lucà et al.   GEOMORPHOLOGY

Does control of soil erosion inhibit aquatic eutrophication?

(2011) Petri Ekholm et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Classification and regression trees

(2011) Wei-Yin Loh   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

Geomorphic threshold conditions for gully erosion in Southwestern Iran (Boushehr-Samal watershed)

(2009) Aliakbar Nazari Samani et al.   JOURNAL OF ASIAN EARTH SCIENCES