GIS-Based Gully Erosion Susceptibility Mapping: A Comparison of Computational Ensemble Data Mining Models
出版年份 2020 全文链接
标题
GIS-Based Gully Erosion Susceptibility Mapping: A Comparison of Computational Ensemble Data Mining Models
作者
关键词
-
出版物
Applied Sciences-Basel
Volume 10, Issue 6, Pages 2039
出版商
MDPI AG
发表日期
2020-03-18
DOI
10.3390/app10062039
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- A tree-based intelligence ensemble approach for spatial prediction of potential groundwater
- (2020) Mohammadtaghi Avand et al. International Journal of Digital Earth
- Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier
- (2020) Himan Shahabi et al. Remote Sensing
- Hybrid Computational Intelligence Models for Improvement Gully Erosion Assessment
- (2020) Alireza Arabameri et al. Remote Sensing
- GIS Based Hybrid Computational Approaches for Flash Flood Susceptibility Assessment
- (2020) Binh Thai Pham et al. Water
- Earthquake Vulnerability Mapping Using Different Hybrid Models
- (2020) Peyman Yariyan et al. Symmetry-Basel
- Groundwater Spring Potential Mapping Using Artificial Intelligence Approach Based on Kernel Logistic Regression, Random Forest, and Alternating Decision Tree Models
- (2020) Wei Chen et al. Applied Sciences-Basel
- A spatially explicit deep learning neural network model for the prediction of landslide susceptibility
- (2020) Dong Van Dao et al. CATENA
- Employing artificial bee colony and particle swarm techniques for optimizing a neural network in prediction of heating and cooling loads of residential buildings
- (2020) Guofeng Zhou et al. JOURNAL OF CLEANER PRODUCTION
- Evaluating the usage of tree-based ensemble methods in groundwater spring potential mapping
- (2020) Wei Chen et al. JOURNAL OF HYDROLOGY
- Sinkhole susceptibility mapping: A comparison between Bayes-based machine learning algorithms
- (2019) Kamal Taheri et al. LAND DEGRADATION & DEVELOPMENT
- Assessment of advanced random forest and decision tree algorithms for modeling rainfall-induced landslide susceptibility in the Izu-Oshima Volcanic Island, Japan
- (2019) Jie Dou et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Novel Hybrid Integration Approach of Bagging-Based Fisher’s Linear Discriminant Function for Groundwater Potential Analysis
- (2019) Wei Chen et al. Natural Resources Research
- Spatial prediction of landslide susceptibility by combining evidential belief function, logistic regression and logistic model tree
- (2019) Wei Chen et al. Geocarto International
- Hybrid Machine Learning Approaches for Landslide Susceptibility Modeling
- (2019) Vu Nguyen et al. Forests
- A Comparative Assessment of Flood Susceptibility Modeling Using Multi-Criteria Decision-Making Analysis and Machine Learning Methods
- (2019) Khabat Khosravi et al. JOURNAL OF HYDROLOGY
- 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
- Hybrid artificial intelligence models based on a neuro-fuzzy system and metaheuristic optimization algorithms for spatial prediction of wildfire probability
- (2019) Abolfazl Jaafari et al. AGRICULTURAL AND FOREST METEOROLOGY
- Meta optimization of an adaptive neuro-fuzzy inference system with grey wolf optimizer and biogeography-based optimization algorithms for spatial prediction of landslide susceptibility
- (2019) Abolfazl Jaafari et al. CATENA
- 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
- Landslide spatial modelling using novel bivariate statistical based Naïve Bayes, RBF Classifier, and RBF Network machine learning algorithms
- (2019) Qingfeng He et al. SCIENCE OF THE TOTAL ENVIRONMENT
- 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
- A Novel Ensemble Artificial Intelligence Approach for Gully Erosion Mapping in a Semi-Arid Watershed (Iran)
- (2019) Dieu Tien Bui et al. SENSORS
- Shallow Landslide Prediction Using a Novel Hybrid Functional Machine Learning Algorithm
- (2019) Dieu Tien Bui et al. Remote Sensing
- SWPT: An automated GIS-based tool for prioritization of sub-watersheds based on morphometric and topo-hydrological factors
- (2019) Omid Rahmati et al. Geoscience Frontiers
- Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution
- (2019) Ataollah Shirzadi et al. CATENA
- 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
- Development of a Novel Hybrid Intelligence Approach for Landslide Spatial Prediction
- (2019) Nguyen et al. Applied Sciences-Basel
- Application of artificial neural networks for predicting tree survival and mortality in the Hyrcanian forest of Iran
- (2019) Mahmoud Bayat et al. COMPUTERS AND ELECTRONICS IN AGRICULTURE
- A comparative study of support vector machine and logistic model tree classifiers for shallow landslide susceptibility modeling
- (2019) Mousa Abedini et al. Environmental Earth Sciences
- Evaluation of factors affecting gully headcut location using summary statistics and the maximum entropy model: Golestan Province, NE Iran
- (2019) Narges Kariminejad et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Groundwater spring potential mapping using population-based evolutionary algorithms and data mining methods
- (2019) Wei Chen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- New Ensemble Models for Shallow Landslide Susceptibility Modeling in a Semi-Arid Watershed
- (2019) Dieu Tien Bui et al. Forests
- A Hybrid Computational Intelligence Approach to Groundwater Spring Potential Mapping
- (2019) Dieu Tien Bui et al. Water
- Landslide Susceptibility Assessment by Novel Hybrid Machine Learning Algorithms
- (2019) Pham et al. Sustainability
- Prediction Success of Machine Learning Methods for Flash Flood Susceptibility Mapping in the Tafresh Watershed, Iran
- (2019) Saeid Janizadeh et al. Sustainability
- SEVUCAS: A Novel GIS-Based Machine Learning Software for Seismic Vulnerability Assessment
- (2019) Saro Lee et al. Applied Sciences-Basel
- Spatial Prediction of Landslide Susceptibility Using GIS-Based Data Mining Techniques of ANFIS with Whale Optimization Algorithm (WOA) and Grey Wolf Optimizer (GWO)
- (2019) Wei Chen et al. Applied Sciences-Basel
- Hybrid computational intelligence models for groundwater potential mapping
- (2019) Binh Thai Pham et al. CATENA
- Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm
- (2019) Yi Wang et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- 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
- A Comparative Assessment of Random Forest and k-Nearest Neighbor Classifiers for Gully Erosion Susceptibility Mapping
- (2019) Avand et al. Water
- Modeling flood susceptibility using data-driven approaches of naïve Bayes tree, alternating decision tree, and random forest methods
- (2019) Wei Chen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- GIS-Based Evaluation of Landslide Susceptibility Models Using Certainty Factors and Functional Trees-Based Ensemble Techniques
- (2019) Xia Zhao et al. Applied Sciences-Basel
- GIS-based landslide susceptibility evaluation using a novel hybrid integration approach of bivariate statistical based random forest method
- (2018) Wei Chen et al. CATENA
- Landslide susceptibility mapping using J48 Decision Tree with AdaBoost, Bagging and Rotation Forest ensembles in the Guangchang area (China)
- (2018) Haoyuan Hong et al. CATENA
- Comparison of differences in resolution and sources of controlling factors for gully erosion susceptibility mapping
- (2018) Younes Garosi et al. GEODERMA
- Spatial prediction of landslides using a hybrid machine learning approach based on Random Subspace and Classification and Regression Trees
- (2018) Binh Thai Pham et al. GEOMORPHOLOGY
- Testing slope effect on flow resistance equation for mobile bed rills
- (2018) Costanza Di Stefano et al. HYDROLOGICAL PROCESSES
- Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping
- (2018) Hossein Shafizadeh-Moghadam et al. JOURNAL OF ENVIRONMENTAL MANAGEMENT
- A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran
- (2018) Khabat Khosravi et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Landslide susceptibility modelling using GIS-based machine learning techniques for Chongren County, Jiangxi Province, China
- (2018) Wei Chen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Big data in Geohazard; pattern mining and large scale analysis of landslides in Iran
- (2018) Hossein Shafizadeh-Moghadam et al. Earth Science Informatics
- Flood susceptibility assessment using integration of adaptive network-based fuzzy inference system (ANFIS) and biogeography-based optimization (BBO) and BAT algorithms (BA)
- (2018) M. Ahmadlou et al. Geocarto International
- A novel ensemble approach of bivariate statistical-based logistic model tree classifier for landslide susceptibility assessment
- (2018) Wei Chen et al. Geocarto International
- A Novel Hybrid Approach of Bayesian Logistic Regression and Its Ensembles for Landslide Susceptibility Assessment
- (2018) Mousa Abedini et al. Geocarto International
- Groundwater spring potential modelling: Comprising the capability and robustness of three different modeling approaches
- (2018) Omid Rahmati et al. JOURNAL OF HYDROLOGY
- Land Subsidence Susceptibility Mapping in South Korea Using Machine Learning Algorithms
- (2018) Dieu Tien Bui et al. SENSORS
- Mapping Groundwater Potential Using a Novel Hybrid Intelligence Approach
- (2018) Shaghayegh Miraki et al. WATER RESOURCES MANAGEMENT
- Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods
- (2018) Dieu Tien Bui et al. Scientific Reports
- Landslide Detection and Susceptibility Mapping by AIRSAR Data Using Support Vector Machine and Index of Entropy Models in Cameron Highlands, Malaysia
- (2018) Dieu Tien Bui et al. Remote Sensing
- A Novel Integrated Approach of Relevance Vector Machine Optimized by Imperialist Competitive Algorithm for Spatial Modeling of Shallow Landslides
- (2018) Dieu Tien Bui et al. Remote Sensing
- New Hybrids of ANFIS with Several Optimization Algorithms for Flood Susceptibility Modeling
- (2018) Dieu Tien Bui et al. Water
- Social Vulnerability Assessment Using Artificial Neural Network (ANN) Model for Earthquake Hazard in Tabriz City, Iran
- (2018) Mohsen Alizadeh et al. Sustainability
- Novel hybrid artificial intelligence approach of bivariate statistical-methods-based kernel logistic regression classifier for landslide susceptibility modeling
- (2018) Wei Chen et al. Bulletin of Engineering Geology and the Environment
- Hybrid Integration Approach of Entropy with Logistic Regression and Support Vector Machine for Landslide Susceptibility Modeling
- (2018) Tingyu Zhang et al. Entropy
- Landslide susceptibility assessment at the Wuning area, China: a comparison between multi-criteria decision making, bivariate statistical and machine learning methods
- (2018) Haoyuan Hong et al. NATURAL HAZARDS
- Novel GIS Based Machine Learning Algorithms for Shallow Landslide Susceptibility Mapping
- (2018) Ataollah Shirzadi et al. SENSORS
- A Novel Hybrid Approach of Landslide Susceptibility Modeling Using Rotation Forest Ensemble and Different Base Classifiers
- (2018) Binh Thai Pham et al. Geocarto International
- Landslide Susceptibility Modeling Based on GIS and Novel Bagging-Based Kernel Logistic Regression
- (2018) Wei Chen 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
- Landslide susceptibility modeling using Reduced Error Pruning Trees and different ensemble techniques: Hybrid machine learning approaches
- (2018) Binh Thai Pham et al. CATENA
- A novel hybrid integration model using support vector machines and random subspace for weather-triggered landslide susceptibility assessment in the Wuning area (China)
- (2017) Haoyuan Hong et al. Environmental Earth Sciences
- Shallow landslide susceptibility assessment using a novel hybrid intelligence approach
- (2017) Ataollah Shirzadi et al. Environmental Earth Sciences
- A novel hybrid artificial intelligence approach for flood susceptibility assessment
- (2017) Kamran Chapi et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion
- (2017) Omid Rahmati et al. GEOMORPHOLOGY
- Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling
- (2017) Hamid Reza Pourghasemi et al. SCIENCE OF THE TOTAL ENVIRONMENT
- A novel hybrid artificial intelligence approach based on the rotation forest ensemble and naïve Bayes tree classifiers for a landslide susceptibility assessment in Langao County, China
- (2017) Wei Chen et al. Geomatics Natural Hazards & Risk
- Controlling factors of the size and location of large gully systems: A regression-based exploration using reconstructed pre-erosion topography
- (2016) Rafaello Bergonse et al. CATENA
- Fuzzy Shannon Entropy: A Hybrid GIS-Based Landslide Susceptibility Mapping Method
- (2016) Majid Shadman Roodposhti et al. Entropy
- 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
- Gully erosion susceptibility mapping: the role of GIS-based bivariate statistical models and their comparison
- (2016) Omid Rahmati et al. NATURAL HAZARDS
- Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio, logistic regression, and fuzzy logic methods at the central Zab basin, Iran
- (2015) Himan Shahabi et al. Environmental Earth Sciences
- Using topographical attributes to evaluate gully erosion proneness (susceptibility) in two mediterranean basins: advantages and limitations
- (2015) Álvaro Gómez-Gutiérrez et al. NATURAL HAZARDS
- Modelling the occurrence of gullies at two spatial scales in the Olteţ Drainage Basin (Romania)
- (2015) Marta Jurchescu 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
- An improved predictive association rule based classifier using gain ratio and T-test for health care data diagnosis
- (2015) M NANDHINI et al. SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES
- Flood susceptibility mapping using frequency ratio and weights-of-evidence models in the Golastan Province, Iran
- (2015) Omid Rahmati et al. Geocarto International
- The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets
- (2015) Takaya Saito et al. PLoS One
- 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
- Analysis and modeling of gully headcut dynamics, North American high plains
- (2014) Francis K. Rengers et al. JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE
- Landslide susceptibility mapping at central Zab basin, Iran: A comparison between analytical hierarchy process, frequency ratio and logistic regression models
- (2013) Himan Shahabi et al. CATENA
- Gully erosion susceptibility assessment by means of GIS-based logistic regression: A case of Sicily (Italy)
- (2013) Christian Conoscenti et al. GEOMORPHOLOGY
- A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS
- (2012) Biswajeet Pradhan COMPUTERS & GEOSCIENCES
- Gully head retreat rates in the semi-arid highlands of Northern Ethiopia
- (2012) Amaury Frankl et al. GEOMORPHOLOGY
- Comparison of GIS-based gullying susceptibility mapping using bivariate and multivariate statistics: Northern Calabria, South Italy
- (2011) Federica Lucà et al. GEOMORPHOLOGY
- Catchment scale analysis of the effect of topography, tillage direction and unpaved roads on ephemeral gully incision
- (2009) Tal Svoray et al. EARTH SURFACE PROCESSES AND LANDFORMS
- Incorporating uncertainty in gully erosion calculations using the random forests modelling approach
- (2009) Petra M. Kuhnert et al. ENVIRONMETRICS
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreDiscover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversation