A Tool for Classification and Regression Using Random Forest Methodology: Applications to Landslide Susceptibility Mapping and Soil Thickness Modeling
出版年份 2017 全文链接
标题
A Tool for Classification and Regression Using Random Forest Methodology: Applications to Landslide Susceptibility Mapping and Soil Thickness Modeling
作者
关键词
Classification and regression, Random forest, Feature selection, Landslide susceptibility maps
出版物
ENVIRONMENTAL MODELING & ASSESSMENT
Volume 22, Issue 3, Pages 201-214
出版商
Springer Nature
发表日期
2017-01-20
DOI
10.1007/s10666-016-9538-y
参考文献
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- Comparison of Logistic Regression and Random Forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy)
- (2015) Alessandro Trigila et al. GEOMORPHOLOGY
- Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia
- (2015) Ahmed Mohamed Youssef et al. Landslides
- Semi-automated mapping of landforms using multiple point geostatistics
- (2014) E. Vannametee et al. GEOMORPHOLOGY
- Integration of rainfall thresholds and susceptibility maps in the Emilia Romagna (Italy) regional-scale landslide warning system
- (2014) Samuele Segoni et al. Landslides
- Landslides triggered by rainfall: A semi-automated procedure to define consistent intensity–duration thresholds
- (2013) Samuele Segoni et al. COMPUTERS & GEOSCIENCES
- Delineating hydrologic response units in large upland catchments and its evaluation using soil moisture simulations
- (2013) Urooj Khan et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Application of geographically weighted regression to identify spatially non-stationary relationships between Fe mineralization and its controlling factors in eastern Tianshan, China
- (2013) Jie Zhao et al. ORE GEOLOGY REVIEWS
- How can statistical models help to determine driving factors of landslides?
- (2012) Peter Vorpahl et al. ECOLOGICAL MODELLING
- GIS techniques for regional-scale landslide susceptibility assessment: the Sicily (Italy) case study
- (2012) G. Manzo et al. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE
- 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
- An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
- (2011) A. Akgun et al. COMPUTERS & GEOSCIENCES
- Topographic controls on overland flow generation in a forest – An ensemble tree approach
- (2011) Martin Loos et al. JOURNAL OF HYDROLOGY
- Improving basin scale shallow landslide modelling using reliable soil thickness maps
- (2011) Samuele Segoni et al. NATURAL HAZARDS
- Logistic regression model for predicting the failure probability of a landslide dam
- (2010) Jia-Jyun Dong et al. ENGINEERING GEOLOGY
- An empirical geomorphology-based approach to the spatial prediction of soil thickness at catchment scale
- (2010) Filippo Catani et al. WATER RESOURCES RESEARCH
- Techniques for evaluating the performance of landslide susceptibility models
- (2009) Paolo Frattini et al. ENGINEERING GEOLOGY
- The effect of the sampling strategies on the landslide susceptibility mapping by conditional probability and artificial neural networks
- (2009) Işık Yilmaz Environmental Earth Sciences
- Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling
- (2009) Biswajeet Pradhan et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Modeling soil depth from topographic and land cover attributes
- (2009) Teklu K. Tesfa et al. WATER RESOURCES RESEARCH
- Conditional Variable Importance for Random Forests
- (2008) Carolin Strobl et al. BMC BIOINFORMATICS
- Applicability of the ACE algorithm for multiple regression in hydrogeology
- (2008) Peter Szucs et al. COMPUTATIONAL GEOSCIENCES
- Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: A case study from Kat landslides (Tokat—Turkey)
- (2008) Işık Yilmaz COMPUTERS & GEOSCIENCES
- Transient deterministic shallow landslide modeling: Requirements for susceptibility and hazard assessments in a GIS framework
- (2008) J.W. Godt et al. ENGINEERING GEOLOGY
- 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
- Comparing models of debris-flow susceptibility in the alpine environment
- (2007) Alberto Carrara et al. GEOMORPHOLOGY
- Comparing performances of logistic regression, classification and regression tree, and neural networks for predicting coronary artery disease
- (2006) Imran Kurt et al. EXPERT SYSTEMS WITH APPLICATIONS
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