Machine Learning Feature Selection Methods for Landslide Susceptibility Mapping

Support Vector Machines for Landslide Susceptibility Mapping: The Staffora River Basin Case Study, Italy

(2012) Cristiano Ballabio et al.   Mathematical Geosciences

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

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

(2011) K. K. Nicodemus   BRIEFINGS IN BIOINFORMATICS

Functional soil-landscape modelling to estimate slope stability in a steep Andean mountain forest region

(2011) Mareike Ließ et al.   GEOMORPHOLOGY

Integrating physical and empirical landslide susceptibility models using generalized additive models

(2011) Jason N. Goetz et al.   GEOMORPHOLOGY

Multiscale analysis of geomorphological and geological features in high resolution digital elevation models using the wavelet transform

(2011) Michael Kalbermatten et al.   GEOMORPHOLOGY

Object-oriented mapping of landslides using Random Forests

(2011) André Stumpf et al.   REMOTE SENSING OF ENVIRONMENT

Learning wind fields with multiple kernels

(2010) Loris Foresti et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Landslide volumes and landslide mobilization rates in Umbria, central Italy

(2009) Fausto Guzzetti et al.   EARTH AND PLANETARY SCIENCE LETTERS

The effect of the sampling strategies on the landslide susceptibility mapping by conditional probability and artificial neural networks

(2009) Işık Yilmaz   Environmental Earth Sciences

Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine

(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

Statistical consensus methods for improving predictive geomorphology maps

(2008) Mathieu Marmion et al.   COMPUTERS & GEOSCIENCES

A comparison of predictive methods in modelling the distribution of periglacial landforms in Finnish Lapland

(2008) Mathieu Marmion et al.   EARTH SURFACE PROCESSES AND LANDFORMS

An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps

(2008) H.A. Nefeslioglu et al.   ENGINEERING GEOLOGY

Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview

(2008) Cees J. van Westen et al.   ENGINEERING GEOLOGY

Landslide susceptibility mapping based on Support Vector Machine: A case study on natural slopes of Hong Kong, China

(2008) X. Yao et al.   GEOMORPHOLOGY

Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection

(2008) Alexander Brenning   REMOTE SENSING OF ENVIRONMENT

Artificial neural networks and cluster analysis in landslide susceptibility zonation

(2007) C. Melchiorre et al.   GEOMORPHOLOGY

Quantitative assessment of landslide susceptibility using high‐resolution remote sensing data and a generalized additive model

(2007) N.‐W. Park et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING