Landslide Susceptibility Assessment using Skyline Operator and Majority Voting
Landslide susceptibility assessment is the problem of determining the likelihood of a landslide to occur in a particular area based on the geological and morphological properties of the area. In this study we propose a method wherein skyline operator is used to model landslides and majority voting i...
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Veröffentlicht in: | Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi 2019-10, Vol.23 (5), p.782-787 |
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Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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Zusammenfassung: | Landslide susceptibility assessment is the problem of determining the likelihood of a landslide to occur in a particular area based on the geological and morphological properties of the area. In this study we propose a method wherein skyline operator is used to model landslides and majority voting is used to assess landslide susceptibility. Experiments conducted on a real life data set show that the proposed method achieves 83.07% classification accuracy and is superior over logistic regression, support vector machine and neural network based approaches and achieves similar results when compared to a decision trees-based model. |
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ISSN: | 2147-835X 1301-1043 2147-835X |
DOI: | 10.16984/saufenbilder.479801 |