Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine

Işık Yilmaz

doi:10.1007/s12665-009-0394-9

Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine

Environmental Earth Sciences ◽

10.1007/s12665-009-0394-9 ◽

2009 ◽

Vol 61 (4) ◽

pp. 821-836 ◽

Cited By ~ 310

Author(s):

Işık Yilmaz

Keyword(s):

Neural Networks ◽

Support Vector Machine ◽

Logistic Regression ◽

Artificial Neural Networks ◽

Conditional Probability ◽

Landslide Susceptibility ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Support Vector ◽

Artificial Neural

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Assessment of the effects of training data selection on the landslide susceptibility mapping: a comparison between support vector machine (SVM), logistic regression (LR) and artificial neural networks (ANN)

Geomatics Natural Hazards and Risk ◽

10.1080/19475705.2017.1407368 ◽

2017 ◽

Vol 9 (1) ◽

pp. 49-69 ◽

Cited By ~ 102

Author(s):

Bahareh Kalantar ◽

Biswajeet Pradhan ◽

Seyed Amir Naghibi ◽

Alireza Motevalli ◽

Shattri Mansor

Keyword(s):

Neural Networks ◽

Support Vector Machine ◽

Logistic Regression ◽

Artificial Neural Networks ◽

Landslide Susceptibility ◽

Training Data ◽

Data Selection ◽

Landslide Susceptibility Mapping ◽

Support Vector ◽

Training Data Selection

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Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: A case study from Kat landslides (Tokat—Turkey)

Computers & Geosciences ◽

10.1016/j.cageo.2008.08.007 ◽

2009 ◽

Vol 35 (6) ◽

pp. 1125-1138 ◽

Cited By ~ 458

Author(s):

Işık Yilmaz

Keyword(s):

Neural Networks ◽

Logistic Regression ◽

Artificial Neural Networks ◽

Landslide Susceptibility ◽

Frequency Ratio ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Artificial Neural

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The effect of the sampling strategies on the landslide susceptibility mapping by conditional probability and artificial neural networks

Environmental Earth Sciences ◽

10.1007/s12665-009-0191-5 ◽

2009 ◽

Vol 60 (3) ◽

pp. 505-519 ◽

Cited By ~ 114

Author(s):

Işık Yilmaz

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Conditional Probability ◽

Landslide Susceptibility ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Sampling Strategies ◽

Artificial Neural

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Evaluation of landslide susceptibility mapping by evidential belief function, logistic regression and support vector machine models

Geomatics Natural Hazards and Risk ◽

10.1080/19475705.2018.1481147 ◽

2018 ◽

Vol 9 (1) ◽

pp. 1053-1070 ◽

Cited By ~ 16

Author(s):

Hyun-Joo Oh ◽

Prima Riza Kadavi ◽

Chang-Wook Lee ◽

Saro Lee

Keyword(s):

Support Vector Machine ◽

Logistic Regression ◽

Landslide Susceptibility ◽

Belief Function ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Support Vector ◽

Evidential Belief Function

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The Application of Artificial Neural Networks to Landslide Susceptibility Mapping at Janghung, Korea

Mathematical Geology ◽

10.1007/s11004-005-9012-x ◽

2006 ◽

Vol 38 (2) ◽

pp. 199-220 ◽

Cited By ~ 54

Author(s):

Saro Lee ◽

Joo-Hyung Ryu ◽

Moung-Jin Lee ◽

Joong-Sun Won

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Landslide Susceptibility ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Artificial Neural

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Landslide susceptibility mapping of the Mediterranean coastal zone of Morocco between Oued Laou and El Jebha using artificial neural networks (ANN)

Arabian Journal of Geosciences ◽

10.1007/s12517-019-4892-0 ◽

2019 ◽

Vol 12 (22) ◽

Cited By ~ 8

Author(s):

Hasnaa Harmouzi ◽

Hakan Ahmet Nefeslioglu ◽

Mohamed Rouai ◽

Ebru Akcapinar Sezer ◽

Abdelillah Dekayir ◽

...

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Coastal Zone ◽

Landslide Susceptibility ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Artificial Neural ◽

The Mediterranean

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Mamdani fuzzy inference systems and artificial neural networks for landslide susceptibility mapping

Natural Hazards ◽

10.1007/s11069-021-04547-6 ◽

2021 ◽

Author(s):

Luísa Vieira Lucchese ◽

Guilherme Garcia de Oliveira ◽

Olavo Correa Pedrollo

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Landslide Susceptibility ◽

Fuzzy Inference ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Fuzzy Inference Systems ◽

Artificial Neural ◽

Inference Systems

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Earthquake-induced landslide susceptibility mapping: Application and Comparison of Frequency Ratio, Logistic Regression, Weight of Evidence and Support Vector Machine

IOP Conference Series Earth and Environmental Science ◽

10.1088/1755-1315/304/4/042011 ◽

2019 ◽

Vol 304 (4) ◽

pp. 042011

Author(s):

Suhua Zhou ◽

Yunqiang Zhang ◽

Jingkang Xing ◽

Changfu Chen ◽

Ligang Fang

Keyword(s):

Support Vector Machine ◽

Logistic Regression ◽

Landslide Susceptibility ◽

Frequency Ratio ◽

Susceptibility Mapping ◽

Weight Of Evidence ◽

Landslide Susceptibility Mapping ◽

Support Vector ◽

Regression Weight

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GIS-Based Landslide Susceptibility Mapping using Logistic Regression, Instability Index, and Support Vector Machine: Case Study of the Jingshan River, Taiwan

Journal of Marine Science and Technology ◽

10.51400/2709-6998.1434 ◽

2021 ◽

Vol 29 (3) ◽

pp. 291-304

Author(s):

Hsun-Chuan Chan ◽

Yu-Chin Chen ◽

Jung-Tai Lee ◽

Yu-Ting Wen

Keyword(s):

Support Vector Machine ◽

Logistic Regression ◽

Landslide Susceptibility ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Support Vector ◽

Instability Index

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A case study from Koyulhisar (Sivas-Turkey) for landslide susceptibility mapping by artificial neural networks

Bulletin of Engineering Geology and the Environment ◽

10.1007/s10064-009-0185-2 ◽

2009 ◽

Vol 68 (3) ◽

pp. 297-306 ◽

Cited By ~ 103

Author(s):

Işık Yilmaz

Keyword(s):

Neural Networks ◽

Artificial Neural Networks ◽

Landslide Susceptibility ◽

Susceptibility Mapping ◽

Landslide Susceptibility Mapping ◽

Artificial Neural

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