A Tool for Classification and Regression Using Random Forest Methodology: Applications to Landslide Susceptibility Mapping and Soil Thickness Modeling

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