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
Preparation of landslide susceptibility maps is considered as the first important step in landslide risk assessments, but these maps are accepted as an end product that can be used for land use planning. The main objective of this study is to explore some new state-of-the-art sophisticated machine l...
Saved in:
Main Authors: | Bui, Dieu Tien, Tran, Anh Tuan, Klempe, Harald, Pradhan, Biswajeet, Revhaug, Inge |
---|---|
Format: | Article |
Language: | English |
Published: |
Springer
2016
|
Online Access: | http://psasir.upm.edu.my/id/eprint/53858/1/Spatial%20prediction%20models%20for%20shallow%20landslide%20hazards.pdf http://psasir.upm.edu.my/id/eprint/53858/ https://link.springer.com/article/10.1007/s10346-015-0557-6 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
-
Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines
by: Haoyuan, Hong, et al.
Published: (2015) -
Landslide susceptibility assessment in Vietnam using support vector machines, decision tree, and nave bayes models
by: Tien Bui, Dieu, et al.
Published: (2012) -
Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): a comparative assessment of the efficacy of evidential belief functions and fuzzy logic models
by: Tien Bui, Dieu, et al.
Published: (2012) -
Regional prediction of landslide hazard using probability analysis of intense rainfall in the Hoa Binh province, Vietnam.
by: Pradhan, Biswajeet, et al.
Published: (2013) -
A novel hybrid evidential belief function-based fuzzy logic model in spatial prediction of rainfall-induced shallow landslides in the Lang Son city area (Vietnam)
by: Bui, Dieu Tien, et al.
Published: (2015)