Landslide susceptibility prediction using slope unit-based machine learning models considering the heterogeneity of conditioning factors
Author:
Funder
Università degli Studi di Padova
China Scholarship Council
National Natural Science Foundation of China
Publisher
Elsevier BV
Subject
Geotechnical Engineering and Engineering Geology
Reference57 articles.
1. How do machine learning techniques help in increasing accuracy of landslide susceptibility maps?;Achour;Geosci. Front.,2020
2. The 4th World Landslide Forum: landslide research and risk reduction for advancing the culture of living with natural hazards;Alcántara-Ayala;Int. J. Disast. Risk Sci.,2017
3. A comparison of slope units and grid cells as mapping units for landslide susceptibility assessment;Ba;Earth Sci. Inform.,2018
4. Random forests;Breiman;Mach. Learn.,2001
5. Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree;Bui;Landslides,2016
Cited by 97 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Shifting from traditional landslide occurrence modeling to scenario estimation with a “glass-box” machine learning;Science of The Total Environment;2024-11
2. Uncertainties in landslide susceptibility prediction modeling: A review on the incompleteness of landslide inventory and its influence rules;GEOSCI FRONT;2024
3. Uncertainties in landslide susceptibility prediction modeling: A review on the incompleteness of landslide inventory and its influence rules;Geoscience Frontiers;2024-11
4. A new slope unit extraction method based on terrain topology searching and vector similarity constraint for landslide analysis;CATENA;2024-11
5. PSO-SLIC algorithm: A novel automated method for the generation of high-homogeneity slope units using DEM data;Geomorphology;2024-10
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3