Handling data imbalance in machine learning based landslide susceptibility map**: a case study of Mandakini River Basin, North-Western Himalayas

SK Gupta, DP Shukla - Landslides, 2023 - Springer
Abstract Machine learning methods require a vast amount of data to train a model. The data
necessary for landslide susceptibility map** is a collection of landslide causative factors …

Riverbank erosion induced vulnerability in India: a review for future research framework

N Bhuyan, H Sajjad, MH Rahaman, R Ahmed - Natural Hazards, 2024 - Springer
Riverbank erosion is a significant risk that results in damages and economic losses. India is
severely vulnerable to riverbank erosion due to its demographic profile, socio-economic …

[HTML][HTML] Cost estimation for the monitoring instrumentation of landslide early warning systems

M Sapena, M Gamperl, M Kühnl… - … Hazards and Earth …, 2023 - nhess.copernicus.org
Landslides are socio-natural hazards. In Colombia, for example, these are the most frequent
hazards. The interplay of climate change and the mostly informal growth of cities in landslide …

Pixel-based classification method for earthquake-induced landslide map** using remotely sensed imagery, geospatial data and temporal change information

A Asadi, LG Baise, M Koch, B Moaveni, S Chatterjee… - Natural Hazards, 2024 - Springer
A series of earthquakes occurred in Kumamoto, Japan, in April 2016, which caused
numerous landslides. In this study, high-resolution pre-event and post-event optical imagery …

Uncertainty analysis method of slope safety factor based on quantile-based ensemble learning

Y Shen, S Wu, H Cheng, H Zhang, J Wang… - Bulletin of Engineering …, 2023 - Springer
To overcome the problem that the point prediction method of slope safety factor has
uncertainty in its prediction and hence cannot a reliable slope safety factor, a quantile-based …

Comparison of tree-based ensemble learning algorithms for landslide susceptibility map** in Murgul (Artvin), Turkey

Z Usta, H Akıncı, AT Akın - Earth Science Informatics, 2024 - Springer
Turkey's Artvin province is prone to landslides due to its geological structure, rugged
topography, and climatic characteristics with intense rainfall. In this study, landslide …

A comparative evaluation of landslide susceptibility map** using machine learning-based methods in Bogor area of Indonesia

DN Melati, RP Umbara, A Astisiasari… - Environmental Earth …, 2024 - Springer
Landslide is one of the most highly frequent natural hazards that can bring serious
casualties. One of the most susceptible landslide regions in Indonesia is Bogor area (the …