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Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models
المؤلفون المشاركون
Tien Bui, Dieu
Lofman, Owe
Revhaug, Inge
Pradhan, Biswajeet
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2012، العدد 2012 (31 ديسمبر/كانون الأول 2012)، ص ص. 1-26، 26ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2012-07-17
دولة النشر
مصر
عدد الصفحات
26
التخصصات الرئيسية
الملخص EN
The objective of this study is to investigate and compare the results of three data mining approaches, the support vector machines (SVM), decision tree (DT), and Naïve Bayes (NB) models for spatial prediction of landslide hazards in the Hoa Binh province (Vietnam).
First, a landslide inventory map showing the locations of 118 landslides was constructed from various sources.
The landslide inventory was then randomly partitioned into 70% for training the models and 30% for the model validation.
Second, ten landslide conditioning factors were selected (i.e., slope angle, slope aspect, relief amplitude, lithology, soil type, land use, distance to roads, distance to rivers, distance to faults, and rainfall).
Using these factors, landslide susceptibility indexes were calculated using SVM, DT, and NB models.
Finally, landslide locations that were not used in the training phase were used to validate and compare the landslide susceptibility maps.
The validation results show that the models derived using SVM have the highest prediction capability.
The model derived using DT has the lowest prediction capability.
Compared to the logistic regression model, the prediction capability of the SVM models is slightly better.
The prediction capability of the DT and NB models is lower.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Tien Bui, Dieu& Pradhan, Biswajeet& Lofman, Owe& Revhaug, Inge. 2012. Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models. Mathematical Problems in Engineering،Vol. 2012, no. 2012, pp.1-26.
https://search.emarefa.net/detail/BIM-1029880
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Tien Bui, Dieu…[et al.]. Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models. Mathematical Problems in Engineering No. 2012 (2012), pp.1-26.
https://search.emarefa.net/detail/BIM-1029880
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Tien Bui, Dieu& Pradhan, Biswajeet& Lofman, Owe& Revhaug, Inge. Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models. Mathematical Problems in Engineering. 2012. Vol. 2012, no. 2012, pp.1-26.
https://search.emarefa.net/detail/BIM-1029880
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1029880
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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