Review on the Application of Machine Learning Methods in Landslide Susceptibility Mapping

Deborah Simon Mwakapesa, Ye Li, Wang Xiangtai, Guo Binbin, Mao Yimin

2021

Abstract

Machine learning is a very important in computer science field which has gained attention in numerous applications. This paper reviewed various machine learning methods including supervised and unsupervised learning and highlighted their applications, advantages and disadvantages in landslide susceptibility mapping. The review has also mentioned the challenges of machine learning algorithms for achieving higher performance accuracy from the supervised and unsupervised learning algorithms during landslide susceptibility. Moreover, highlights on the application of deep learning methods as the current research in landslide susceptibility mapping has also been reported. Finally, this paper argued the necessity of thorough preparation of relevant and enough data being significant important to obtain high performance results from the review methods.

Paper Citation

in Harvard Style

Mwakapesa D., Li Y., Xiangtai W., Binbin G. and Yimin M. (2021). Review on the Application of Machine Learning Methods in Landslide Susceptibility Mapping. In Proceedings of the 1st International Conference on Innovation in Computer and Information Science - Volume 1: ICICIS, ISBN 978-989-758-577-7, pages 69-72. DOI: 10.5220/0010790400003167

in Bibtex Style

@conference{icicis21,
author={Deborah Simon Mwakapesa and Ye Li and Wang Xiangtai and Guo Binbin and Mao Yimin},
title={Review on the Application of Machine Learning Methods in Landslide Susceptibility Mapping},
booktitle={Proceedings of the 1st International Conference on Innovation in Computer and Information Science - Volume 1: ICICIS,},
year={2021},
pages={69-72},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010790400003167},
isbn={978-989-758-577-7},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Innovation in Computer and Information Science - Volume 1: ICICIS,
TI - Review on the Application of Machine Learning Methods in Landslide Susceptibility Mapping
SN - 978-989-758-577-7
AU - Mwakapesa D.
AU - Li Y.
AU - Xiangtai W.
AU - Binbin G.
AU - Yimin M.
PY - 2021
SP - 69
EP - 72
DO - 10.5220/0010790400003167