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Unsupervised Machine Learning for Dynamic Slope Stability Classification: A Comparative Evaluation of PCA-K-Means, SOM, and Hybrid Algorithms Using InSAR Time-Series Data.

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Title: Unsupervised Machine Learning for Dynamic Slope Stability Classification: A Comparative Evaluation of PCA-K-Means, SOM, and Hybrid Algorithms Using InSAR Time-Series Data.
Authors: Owusu-Ansah, Dominic1, Tinoco, Joaquim1,2, jtinoco@civil.uminho.pt, Davies, Steffan1,2, Matos, José C.1,2
Source: Applied Sciences (2076-3417); Jun2026, Vol. 16 Issue 11, p5577, 21p
Database: Applied Science & Technology Source
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        Value: 10.3390/app16115577
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        Text: English
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      – TitleFull: Unsupervised Machine Learning for Dynamic Slope Stability Classification: A Comparative Evaluation of PCA-K-Means, SOM, and Hybrid Algorithms Using InSAR Time-Series Data.
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              Text: Jun2026
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