Comparison of machine learning algorithms for slope stability prediction using an automated machine learning approach

Author:

Kurnaz Talas FikretORCID,Erden CanerORCID,Dağdeviren UğurORCID,Demir Alparslan SerhatORCID,Kökçam Abdullah HulusiORCID

Publisher

Springer Science and Business Media LLC

Reference58 articles.

1. Abdalla JA, Attom M, Hawileh R (2012) Artificial neural network prediction of factor of safety of slope stability of soils. In: Proceedings of the 14th International Conference on Computing in Civil and Building Engineering, pp 27–29

2. Atkinson J (1993) An introduction to the mechanics of soils and foundations: through critical state soil mechanics, McGraw-Hill Book Company (UK) Ltd

3. AutoGluon (2023a) AutoGluon Webpage [WWW Document]. AutoGluon. https://auto.gluon.ai/api/autogluon.tabular.models.html. Accessed 13 Sep 23

4. AutoGluon (2023b) Hyperparameter Optimization in AutoMM [WWW Document]. AutoGluon. https://auto.gluon.ai/tutorials/multimodal/advanced_topics/hyperparameter_optimization.html. Accessed 13 Sep 23

5. Azmoon B, Biniyaz A, Liu Z (2021) Evaluation of deep learning against conventional limit equilibrium methods for slope stability analysis. Appl Sci 11:6060. https://doi.org/10.3390/app11136060

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