[HTML][HTML] A review of statistically-based landslide susceptibility models
P Reichenbach, M Rossi, BD Malamud, M Mihir… - Earth-science …, 2018 - Elsevier
In this paper, we do a critical review of statistical methods for landslide susceptibility
modelling and associated terrain zonations. Landslide susceptibility is the likelihood of a …
modelling and associated terrain zonations. Landslide susceptibility is the likelihood of a …
Landslide susceptibility evaluation and hazard zonation techniques–a review
L Shano, TK Raghuvanshi, M Meten - Geoenvironmental Disasters, 2020 - Springer
Landslides are the most destructive geological hazard in the hilly regions. For systematic
landslide mitigation and management, landslide evaluation and hazard zonation is required …
landslide mitigation and management, landslide evaluation and hazard zonation is required …
[HTML][HTML] Landslide susceptibility prediction using slope unit-based machine learning models considering the heterogeneity of conditioning factors
To perform landslide susceptibility prediction (LSP), it is important to select appropriate
map** unit and landslide-related conditioning factors. The efficient and automatic multi …
map** unit and landslide-related conditioning factors. The efficient and automatic multi …
Assessing the predictive capability of ensemble tree methods for landslide susceptibility map** using XGBoost, gradient boosting machine, and random forest
EK Sahin - SN Applied Sciences, 2020 - Springer
Decision tree-based classifier ensemble methods are a machine learning (ML) technique
that combines several tree models to produce an effective or optimum predictive model, and …
that combines several tree models to produce an effective or optimum predictive model, and …
Map** landslide susceptibility using data-driven methods
JL Zêzere, S Pereira, R Melo, SC Oliveira… - Science of the total …, 2017 - Elsevier
Most epistemic uncertainty within data-driven landslide susceptibility assessment results
from errors in landslide inventories, difficulty in identifying and map** landslide causes …
from errors in landslide inventories, difficulty in identifying and map** landslide causes …
Efficient and automatic extraction of slope units based on multi-scale segmentation method for landslide assessments
The determination of map** units, including grid, slope, unique condition, administrative
division, and watershed units, is a very important modeling basis for landslide assessments …
division, and watershed units, is a very important modeling basis for landslide assessments …
Literature review and bibliometric analysis on data-driven assessment of landslide susceptibility
In recent decades, data-driven landslide susceptibility models (DdLSM), which are based on
statistical or machine learning approaches, have become popular to estimate the relative …
statistical or machine learning approaches, have become popular to estimate the relative …
Landslide susceptibility map** by binary logistic regression, analytical hierarchy process, and statistical index models and assessment of their performances
HR Pourghasemi, HR Moradi, SM Fatemi Aghda - Natural hazards, 2013 - Springer
The current research presents a detailed landslide susceptibility map** study by binary
logistic regression, analytical hierarchy process, and statistical index models and an …
logistic regression, analytical hierarchy process, and statistical index models and an …
Automatic delineation of geomorphological slope units with r.slopeunits v1.0 and their optimization for landslide susceptibility modeling
M Alvioli, I Marchesini, P Reichenbach… - Geoscientific Model …, 2016 - gmd.copernicus.org
Automatic subdivision of landscapes into terrain units remains a challenge. Slope units are
terrain units bounded by drainage and divide lines, but their use in hydrological and …
terrain units bounded by drainage and divide lines, but their use in hydrological and …
[HTML][HTML] Space-time landslide predictive modelling
L Lombardo, T Opitz, F Ardizzone, F Guzzetti… - Earth-science reviews, 2020 - Elsevier
Landslides are nearly ubiquitous phenomena and pose severe threats to people, properties,
and the environment in many areas. Investigators have for long attempted to estimate …
and the environment in many areas. Investigators have for long attempted to estimate …