Random Forest–based gully erosion susceptibility assessment across different agro-ecologies of the Upper Blue Nile basin, Ethiopia

Assessing gully erosion susceptibility and its conditioning factors in southeastern Brazil using machine learning algorithms and bivariate statistical methods: A regional approach

(2022) Julio Cesar Lana et al.   GEOMORPHOLOGY

Agroecology-based soil erosion assessment for better conservation planning in Ethiopian river basins

(2021) Ayele Almaw Fenta et al.   ENVIRONMENTAL RESEARCH

Susceptibility to Gully Erosion: Applying Random Forest (RF) and Frequency Ratio (FR) Approaches to a Small Catchment in Ethiopia

(2021) Selamawit Amare et al.   Water

A Methodological Comparison of Three Models for Gully Erosion Susceptibility Mapping in the Rural Municipality of El Faid (Morocco)

(2021) Ali Azedou et al.   Sustainability

Deep learning and boosting framework for piping erosion susceptibility modeling: spatial evaluation of agricultural areas in the semi-arid region

(2021) Yunzhi Chen et al.   Geocarto International

Soil erosion susceptibility assessment using logistic regression, decision tree and random forest: study on the Mayurakshi river basin of Eastern India

(2021) Abhishek Ghosh et al.   Environmental Earth Sciences

Modeling gully erosion susceptibility in Phuentsholing, Bhutan using deep learning and basic machine learning algorithms

(2021) Sunil Saha et al.   Environmental Earth Sciences

Evaluation of different boosting ensemble machine learning models and novel deep learning and boosting framework for head-cut gully erosion susceptibility

(2021) Wei Chen et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Evaluation of multi-hazard map produced using MaxEnt machine learning technique

(2021) Narges Javidan et al.   Scientific Reports

Measuring, modelling and managing gully erosion at large scales: A state of the art

(2021) Matthias Vanmaercke et al.   EARTH-SCIENCE REVIEWS

Spatial modeling of gully head erosion on the Loess Plateau using a certainty factor and random forest model

(2021) Chengcheng Jiang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A multi-hazard map-based flooding, gully erosion, forest fires, and earthquakes in Iran

(2021) Soheila Pouyan et al.   Scientific Reports

Gully Erosion Susceptibility Assessment in the Kondoran Watershed Using Machine Learning Algorithms and the Boruta Feature Selection

(2021) Hamed Ahmadpour et al.   Sustainability

Determining prone areas to gully erosion and the impact of land use change on it by using multiple-criteria decision-making algorithm in arid and semi-arid regions

(2021) Marzieh Mokarram et al.   GEODERMA

Gully Erosion Susceptibility Mapping in Highly Complex Terrain Using Machine Learning Models

(2021) Annan Yang et al.   ISPRS International Journal of Geo-Information

Evaluation of Gully Erosion Susceptibility Using a Maximum Entropy Model in the Upper Mkhomazi River Basin in South Africa

(2021) Alice Bernini et al.   ISPRS International Journal of Geo-Information

Modelling of piping collapses and gully headcut landforms: Evaluating topographic variables from different types of DEM

(2021) Alireza Arabameri et al.   Geoscience Frontiers

Applying different resampling strategies in machine learning models to predict head-cut gully erosion susceptibility

(2021) Fengjie Wang et al.   Alexandria Engineering Journal

A methodological comparison of head-cut based gully erosion susceptibility models: Combined use of statistical and artificial intelligence

(2020) Alireza Arabameri et al.   GEOMORPHOLOGY

Predicting gully occurrence at watershed scale: Comparing topographic indices and multivariate statistical models

(2020) Christian Conoscenti et al.   GEOMORPHOLOGY

Machine Learning-Based Gully Erosion Susceptibility Mapping: A Case Study of Eastern India

(2020) Sunil Saha et al.   SENSORS

Machine Learning for Gully Feature Extraction Based on a Pan-Sharpened Multispectral Image: Multiclass vs. Binary Approach

(2020) Kwanele Phinzi et al.   ISPRS International Journal of Geo-Information

Gully erosion spatial modelling: Role of machine learning algorithms in selection of the best controlling factors and modelling process

(2020) Hamid Reza Pourghasemi et al.   Geoscience Frontiers

Evaluation of gully development over several years using GIS and fractal analysis: a case study of the Palmital watershed, Minas Gerais (Brazil)

(2020) L. S. C. Real et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Novel Ensemble Approaches of Machine Learning Techniques in Modeling the Gully Erosion Susceptibility

(2020) Alireza Arabameri et al.   Remote Sensing

Predicting gully densities at sub‐continental scales: a case study for the Horn of Africa

(2020) Matthias Vanmaercke et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Evaluating runoff and sediment responses to soil and water conservation practices by employing alternative modeling approaches

(2020) Mulatu Liyew Berihun et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial prediction of gully erosion using ALOS PALSAR data and ensemble bivariate and data mining models

(2019) Alireza Arabameri et al.   GEOSCIENCES JOURNAL

Assessment of the importance of gully erosion effective factors using Boruta algorithm and its spatial modeling and mapping using three machine learning algorithms

(2019) Mahdis Amiri et al.   GEODERMA

Gully headcut susceptibility modeling using functional trees, naïve Bayes tree, and random forest models

(2019) Mohsen Hosseinalizadeh et al.   GEODERMA

Morphological characteristics and topographic thresholds of gullies in different agro-ecological environments

(2019) Mesenbet Yibeltal 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

Gully erosion susceptibility assessment and management of hazard-prone areas in India using different machine learning algorithms

(2019) Amiya Gayen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Analysis of long-term gully dynamics in different agro-ecology settings

(2019) Mesenbet Yibeltal et al.   CATENA

Hydrological responses to land use/land cover change and climate variability in contrasting agro-ecological environments of the Upper Blue Nile basin, Ethiopia

(2019) Mulatu Liyew Berihun et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A Semi-Automated Object-Based Gully Networks Detection Using Different Machine Learning Models: A Case Study of Bowen Catchment, Queensland, Australia

(2019) Hejar Shahabi et al.   SENSORS

Proposing a Novel Predictive Technique for Gully Erosion Susceptibility Mapping in Arid and Semi-arid Regions (Iran)

(2019) Arabameri et al.   Remote Sensing

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

(2019) Avand et al.   Water

Land susceptibility to water and wind erosion risks in the East Africa region

(2019) Ayele Almaw Fenta et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial modelling of gully erosion in Mazandaran Province, northern Iran

(2018) Mohsen Zabihi et al.   CATENA

Comparison of differences in resolution and sources of controlling factors for gully erosion susceptibility mapping

(2018) Younes Garosi et al.   GEODERMA

Points of Significance: Statistics versus machine learning

(2018) Danilo Bzdok et al.   NATURE METHODS

Efficiency of soil and water conservation practices in different agro-ecological environments in the Upper Blue Nile Basin of Ethiopia

(2018) Dagnenet Sultan et al.   Journal of Arid Land

Spatial modelling of gully erosion using evidential belief function, logistic regression, and a new ensemble of evidential belief function-logistic regression algorithm

(2018) Alireza Arabameri et al.   LAND DEGRADATION & DEVELOPMENT

Spatial Modelling of Gully Erosion Using GIS and R Programing: A Comparison among Three Data Mining Algorithms

(2018) Alireza Arabameri et al.   Applied Sciences-Basel

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

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

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Rainfall and Vegetation Effects on Temporal Variation of Topographic Thresholds for Gully Initiation in Mediterranean Cropland and Olive Groves

(2017) Antonio Hayas et al.   LAND DEGRADATION & DEVELOPMENT

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

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

An assessment of the global impact of 21st century land use change on soil erosion

(2017) Pasquale Borrelli et al.   Nature Communications

Uncertainty of soil erosion modelling using open source high resolution and aggregated DEMs

(2017) Arun Mondal et al.   Geoscience Frontiers

A century of gully erosion research: Urgency, complexity and study approaches

(2016) C. Castillo et al.   EARTH-SCIENCE REVIEWS

How fast do gully headcuts retreat?

(2016) Matthias Vanmaercke et al.   EARTH-SCIENCE REVIEWS

Farmers' Perception about Soil Erosion in Ethiopia

(2016) Zerihun Nigussie et al.   LAND DEGRADATION & DEVELOPMENT

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

(2016) Omid Rahmati et al.   NATURAL HAZARDS

Predicting the susceptibility to gully initiation in data-poor regions

(2015) Olivier Dewitte et al.   GEOMORPHOLOGY

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

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

Bias in topographic thresholds for gully heads

(2015) M. Rossi et al.   NATURAL HAZARDS

Machine learning: Trends, perspectives, and prospects

(2015) M. I. Jordan et al.   SCIENCE

A review of topographic threshold conditions for gully head development in different environments

(2014) Dino Torri et al.   EARTH-SCIENCE REVIEWS

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

(2011) K. K. Nicodemus   BRIEFINGS IN BIOINFORMATICS

Predicting gully initiation: comparing data mining techniques, analytical hierarchy processes and the topographic threshold

(2011) Tal Svoray et al.   EARTH SURFACE PROCESSES AND LANDFORMS

A risk map for gully locations in central Queensland, Australia

(2011) A. H. Eustace et al.   EUROPEAN JOURNAL OF SOIL SCIENCE

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

(2011) Federica Lucà et al.   GEOMORPHOLOGY

The influence of erosion thresholds and runoff variability on the relationships among topography, climate, and erosion rate

(2011) Roman A. DiBiase et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Height Above the Nearest Drainage – a hydrologically relevant new terrain model

(2011) A.D. Nobre et al.   JOURNAL OF HYDROLOGY

Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression

(2011) Dieu Tien Bui et al.   NATURAL HAZARDS

Letter to the Editor: Stability of Random Forest importance measures

(2010) M. L. Calle et al.   BRIEFINGS IN BIOINFORMATICS

Mapping erosion susceptibility by a multivariate statistical method: A case study from the Ayvalık region, NW Turkey

(2010) Aykut Akgün et al.   COMPUTERS & GEOSCIENCES

A functional entity approach to predict soil erosion processes in a small Plio-Pleistocene Mediterranean catchment in Northern Chianti, Italy

(2010) Michael Märker et al.   GEOMORPHOLOGY

HAND, a new terrain descriptor using SRTM-DEM: Mapping terra-firme rainforest environments in Amazonia

(2008) Camilo Daleles Rennó et al.   REMOTE SENSING OF ENVIRONMENT