Binary logistic regression versus stochastic gradient boosted decision trees in assessing landslide susceptibility for multiple-occurring landslide events: application to the 2009 storm event in Messina (Sicily, southern Italy)
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Title
Binary logistic regression versus stochastic gradient boosted decision trees in assessing landslide susceptibility for multiple-occurring landslide events: application to the 2009 storm event in Messina (Sicily, southern Italy)
Authors
Keywords
Landslide susceptibility, Forward logistic regression, Stochastic gradient treeboost, Prediction spatial transferability, Messina 2009 disaster, Sicily
Journal
NATURAL HAZARDS
Volume 79, Issue 3, Pages 1621-1648
Publisher
Springer Nature
Online
2015-07-31
DOI
10.1007/s11069-015-1915-3
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- (2012) Peter Vorpahl et al. ECOLOGICAL MODELLING
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- A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey
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- (2011) E. Rotigliano et al. NATURAL HAZARDS
- Exporting a Google Earth™ aided earth-flow susceptibility model: a test in central Sicily
- (2011) D. Costanzo et al. NATURAL HAZARDS
- Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression
- (2011) Dieu Tien Bui et al. NATURAL HAZARDS
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- (2011) A.C. Mondini et al. REMOTE SENSING OF ENVIRONMENT
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- (2009) Álvaro Gómez Gutiérrez et al. ECOLOGICAL MODELLING
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- Comparison of two landslide susceptibility assessments in the Champagne–Ardenne region (France)
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- On Blind Tests and Spatial Prediction Models
- (2008) Andrea G. Fabbri et al. Natural Resources Research
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- Analysing the influence of upslope bedrock outcrops on shallow landsliding
- (2007) Paolo Tarolli et al. GEOMORPHOLOGY
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