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References from Machine Learning‐based landslide susceptibility analysis in volcanic islands: A comparison with traditional approaches. Local targets link to admitted publications; unresolved targets remain external evidence.
Landslide susceptibility mapping using machine learning: a literature survey
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Seismically induced rockfall hazard from a physically based model and ground motion scenarios in Italy
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Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan
10.1007/s10346-003-0006-9 · 2004 · External reference
A new framework for multi-hazards risk aggregation
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Boundary crossing for urban community resilience: a social vulnerability and multi-hazard approach in Austin, Texas, USA
10.1016/j.ijdrr.2021.102613 · 2021 · External reference
Random forests
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Projections of wildfire weather danger in the Canary Islands
10.1038/s41598-022-12132-5 · 2022 · External reference
Landslide susceptibility estimation by random forests technique: Sensitivity and scaling issues
10.5194/nhess-13-2815-2013 · 2013 · External reference
Variable-weighted linear combination model for landslide susceptibility mapping: case study in the Shennongjia Forestry District, China
10.3390/ijgi6110347 · 2017 · External reference
A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility
10.1016/j.catena.2016.11.032 · 2017 · External reference
Mantle structure beneath the Macaronesian volcanic islands (Cape Verde, Canaries, Madeira and Azores): a review and future directions
2023 · External reference
Recommendations for the quantitative analysis of landslide risk
2014 · External reference
Repetitive small seismicity coupled with rainfall can trigger large slope instabilities on metastable volcanic edifices
10.1038/s43247-023-00996-y · 2023 · External reference
Unresolved reference
2011 · External reference
Guidelines for landslide susceptibility, hazard and risk zoning for land use planning
2008 · External reference
A reconstruction of Palaeo-Macaronesia, with particular reference to the long-term biogeography of the Atlantic island laurel forests
10.1111/j.1365-2699.2010.02427.x · 2011 · External reference
Altitudinal pattern of vegetation variation on Tenerife
10.2307/3236213 · 1995 · External reference
Insights into landslide susceptibility: comparative evaluation of machine learning methods
10.1080/19475705.2025.2471019 · 2025 · External reference
Global fatal landslide occurrence from 2004 to 2016
10.5194/nhess-18-2161-2018 · 2018 · External reference
Updating knowledge of vegetation belts on a complex oceanic island after 20 years under the effect of climate change
10.1007/s10531-024-02864-3 · 2024 · External reference
Reviewing and visualizing the interactions of natural hazards
10.1002/2013rg000445 · 2014 · External reference
Multi-hazard risk assessment of coastal municipalities of Oaxaca, Southwestern Mexico: an index based remote sensing and geospatial technique
10.1016/j.ijdrr.2022.103041 · 2022 · External reference
Rockfall hazard assessment in volcanic regions based on isvs and irvs geomechanical indices
10.3390/geosciences10060220 · 2020 · External reference
Probabilistic landslide hazard assessment at the basin scale
10.1016/j.geomorph.2005.06.002 · 2005 · External reference
Random forest as a generic framework for predictive modeling in spatial environmental sciences: advantages and applications
10.7717/peerj.5518 · 2018 · External reference
The landslide handbook—a guide to understanding landslides: reston, Virginia
2008 · External reference
Dynamics of Rapid Landslides
2007 · External reference
The Varnes classification of landslide types, an update
10.1007/s10346-013-0436-y · 2014 · External reference
Landslide susceptibility mapping: improvements in variable weights estimation through machine learning algorithms—a case study of upper Indus River Basin, Pakistan
10.1007/s12665-022-10233-y · 2022 · External reference
Vulnerability of buildings to debris flow impact
10.1007/s11069-011-0007-2 · 2012 · External reference
Landslide hazard assessment of the Neom promising city, northwestern Saudi Arabia: an integrated approach
10.1016/j.jksus.2020.101279 · 2021 · External reference
Comparative analysis of machine learning and multi-criteria decision making techniques for landslide susceptibility mapping of Muzaffarabad district
2022 · External reference
Assessing landslide susceptibility based on the random forest model and multi-source heterogeneous data
10.1016/j.ecolind.2024.111600 · 2024 · External reference
Historical volcanism in the Canary Islands; part 1: a review of precursory and eruptive activity, eruption parameter estimates, and implications for hazard assessment
10.1016/j.jvolgeores.2021.107363 · 2021 · External reference
Monitoring the volcanic unrest of El Hierro (Canary Islands) before the onset of the 2011–2012 submarine eruption
10.1029/2012gl051846 · 2012 · External reference
Reviewing the multi-hazard concept. application to volcanic islands
10.1016/j.earscirev.2022.104286 · 2023 · External reference
Cascading effects of extreme geohazards on Tenerife (Canary Islands)
10.1029/2021jb022294 · 2021 · External reference
Advancements in technologies and methodologies of machine learning in landslide susceptibility research: current trends and future directions
10.3390/app14219639 · 2024 · External reference
Assessing disaster risk by integrating natural and socio-economic dimensions: a decision-support tool
10.1016/j.seps.2021.101032 · 2021 · External reference
Towards an understanding of landslide risk assessment and its economic losses: a scientometric analysis
10.1007/s10346-024-02272-2 · 2024 · External reference
Landslide susceptibility assessment using SVM machine learning algorithm
10.1016/j.enggeo.2011.09.006 · 2011 · External reference
Causes and mechanisms of the 2011–2012 El Hierro (Canary Islands) submarine eruption
10.1002/jgrb.50087 · 2013 · External reference
Multi-hazard risk assessment analysis in La Palma: an approach for risk mitigation
10.1186/s40677-024-00296-3 · 2024 · External reference
Rainfall and rockfalls in the Canary Islands: assessing a seasonal link
10.5194/nhess-20-2307-2020 · 2020 · External reference
Seismic swarms and earthquake activity b-value related to the September 19, 2021, La Palma volcano eruption in Cumbre Vieja, Canary Islands (Spain)
10.1007/s00445-023-01646-z · 2023 · External reference
Citizens’ Observatory on Rockfalls in the Canary Islands, Spain
2025 · External reference
Digital exploration of selected heavy metals using Random Forest and a set of environmental covariates at the watershed scale
10.1016/j.jhazmat.2023.131609 · 2023 · External reference
Land-use changes in the canary archipelago using the corine data: a retrospective analysis
10.3390/land9070232 · 2020 · External reference
Comparison of support vector machine, bayesian logistic regression, and alternating decision tree algorithms for shallow landslide susceptibility mapping along a mountainous road in the West of Iran
10.3390/app10155047 · 2020 · External reference
Landslide hazard assessment using analytic hierarchy process (AHP): a case study of National Highway 5 in India
10.1016/j.asej.2021.10.021 · 2022 · External reference
Atlantic oceanic islands and archipelagos: physical structures, plant diversity, and affinities of the bryofloras
2025 · External reference
Mass Wasting: An Overview
2019 · External reference
The landslide velocity
10.5194/esurf-10-165-2022 · 2022 · External reference
A review of statistically-based landslide susceptibility models
10.1016/j.earscirev.2018.03.001 · 2018 · External reference
A comparison of geographic datasets and field measurements to model soil carbon using random forests and stepwise regressions (British Columbia, Canada)
10.1080/15481603.2017.1302181 · 2017 · External reference
Prediction of some soil properties in volcanic soils using random forest modeling: a case study at chinyero special nature reserve (Tenerife, canary islands)
10.1016/j.ecoinf.2025.103054 · 2025 · External reference
Landslide susceptibility evaluation and hazard zonation techniques – a review
10.1186/s40677-020-00152-0 · 2020 · External reference
A review of landslide acceptable risk and tolerable risk
10.1186/s40677-022-00205-6 · 2022 · External reference
Interpreting random forest analysis of ecological models
10.1038/s41598-023-30313-8 · 2023 · External reference
Plant invasion and speciation along elevational gradients on the oceanic island La Palma, Canary Islands
10.1002/ece3.2640 · 2016 · External reference
Bias in random forest variable importance measures: illustrations, sources and a solution
10.1186/1471-2105-8-25 · 2007 · External reference
Mapping landslide susceptibility and types using Random Forest
10.1080/20964471.2018.1472392 · 2018 · External reference
Comparison of logistic regression and random forests techniques for shallow landslide susceptibility assessment in giampilieri (NE Sicily, Italy)
10.1016/j.geomorph.2015.06.001 · 2015 · External reference
Chapter 1—The Canary Islands: An Introduction
2016 · External reference
A conceptual framework for quantitative estimation of physical vulnerability to landslides
10.1016/j.enggeo.2008.03.011 · 2008 · External reference
Landslide types and processes
1958 · External reference
Interpretable machine learning models and decision-making mechanisms for landslide hazard assessment under different rainfall conditions
10.1016/j.eswa.2025.126582 · 2025 · External reference
Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview
2008 · External reference
An interpretable model for landslide susceptibility assessment based on Optuna hyperparameter optimization and Random Forest
10.1080/19475705.2024.2347421 · 2024 · External reference
Comparison of the presence-only method and presence-absence method in landslide susceptibility mapping
10.1016/j.catena.2018.07.012 · 2018 · External reference
