Landslide susceptibility mapping using support vector machine and GIS at the Golestan province, Iran

QR Code

Landslide susceptibility mapping using support vector machine and GIS at the Golestan province, Iran

The main goal of this study is to produce landslide susceptibility map using GIS-based support vector machine (SVM) at Kalaleh Township area of the Golestan province, Iran. In this paper, six different types of kernel classifiers such as linear, polynomial degree of 2, polynomial degree of 3, polyno...

Full description

Bibliographic Details
Main Authors:	Pourghasemi, Hamid Reza, Jirandeh, Abbas Goli, Pradhan, Biswajeet, Xu, Chong, Gokceoglu, Candan
Format:	Article
Language:	English
Published:	Indian Academy of Sciences 2013
Online Access:	http://psasir.upm.edu.my/id/eprint/28544/ http://psasir.upm.edu.my/id/eprint/28544/1/Landslide%20susceptibility%20mapping%20using%20support%20vector%20machine%20and%20GIS%20at%20the%20Golestan%20province%2C%20Iran.pdf

Similar Items

Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran
by: Pourghasemi, Hamid Reza, et al.
Published: (2012)

GIS-based landslide susceptibility mapping with probabilistic likelihood ratio and spatial multi-criteria evaluation models (North of Tehran, Iran)
by: Pourghasemi, Hamid Reza, et al.
Published: (2014)

A comparative assessment of prediction capabilities of Dempster–Shafer and Weights-of-evidence models in landslide susceptibility mapping using GIS
by: Pourghasemi, Hamid Reza, et al.
Published: (2013)

Application of weights-of-evidence and certainty factor models and their comparison in landslide susceptibility mapping at Haraz watershed, Iran.
by: Pradhan, Biswajeet, et al.
Published: (2013)

Assessment of fractal dimension and geometrical characteristics of the landslides identified in North of Tehran, Iran
by: Pourghasemi, Hamid Reza, et al.
Published: (2014)

Erratum to: `Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia` [Expert Systems with Applications 38 (2011) 8208`8219]
by: Pradhan, Biswajeet, et al.
Published: (2013)

Assessment and comparison of combined bivariate and AHP models with logistic regression for landslide susceptibility mapping in the Chaharmahal-e-Bakhtiari Province, Iran
by: Sangchini, Ebrahim Karimi, et al.
Published: (2016)

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS.
by: Pradhan, Biswajeet
Published: (2013)

The relationship between transformational leadership and organizational health in Golestan province of Iran
by: Khademfar, Mohammad, et al.
Published: (2011)

Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia
by: Sezera, Ebru Akcapinar, et al.
Published: (2011)

Landslide susceptibility mapping at VAZ watershed (Iran) using an artificial neural network model: a comparison between multilayer perceptron (MLP) and radial basic function (RBF) algorithms
by: Pradhan, Biswajeet, et al.
Published: (2013)

An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
by: Akgun, Aykut, et al.
Published: (2012)

Landslide susceptibility mapping using certainty factor, index of entropy and logistic regression models in GIS and their comparison at Mugling-Narayanghat road section in Nepal Himalaya.
by: Pradhan, Biswajeet, et al.
Published: (2013)

A comparative assessment of prediction capabilities of modified analytical hierarchy process (M-AHP) and Mamdani fuzzy logic models using Netcad-GIS for forest fire susceptibility mapping
by: Pourghasemi, Hamid Reza, et al.
Published: (2016)

A comparative assessment of prediction capabilities of modified analytical hierarchy process (M-AHP) and Mamdani fuzzy logic models using Netcad-GIS for forest fire susceptibility mapping
by: Pourghasemi, Hamid Reza, et al.
Published: (2016)

Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area.
by: Hyun, Joo Oh, et al.
Published: (2011)

Application of an evidential belief function model in landslide susceptibility mapping
by: Althuwaynee, Omar F., et al.
Published: (2012)

Landslide susceptibility assessment in Vietnam using support vector machines, decision tree, and nave bayes models
by: Tien Bui, Dieu, et al.
Published: (2012)

Landslide susceptibility mapping along Bhalubang-Shiwapur area of mid-Western Nepal using frequency ratio and conditional probability models
by: Regmi, Amar Deep, et al.
Published: (2014)

Flood susceptibility mapping using a novel ensemble weights-of-evidence and support vector machine models in GIS
by: Tehrany, Mahyat Shafapour, et al.
Published: (2014)

An assessment of the use of an advanced neural network model with five different training strategies for the preparation of landslide susceptibility maps.
by: Pradhan, Biswajeet
Published: (2011)

Application of frequency ratio, statistical index, and weights-of-evidence models and their comparison in landslide susceptibility mapping in Central Nepal Himalaya
by: Regmi, Amar Deep, et al.
Published: (2014)

Earthquake induced landslide susceptibility mapping using an integrated ensemble frequency ratio and logistic regression models in West Sumatera Province, Indonesia
by: Umar, Zahrul, et al.
Published: (2014)

Landslide Susceptibility Mapping Using Logistic Regression Analysis and GIS Tools
by: Fadzil, Mat Yahaya, et al.
Published: (2014)

Landslide susceptibility mapping at Zonouz Plain, Iran using genetic programming and comparison with frequency ratio, logistic regression, and artificial neural network models
by: Nourani, Vahid, et al.
Published: (2014)

Landslide susceptibility mapping using an ensemble statistical index (Wi) and adaptive neuro-fuzzy inference system (ANFIS) model at Alborz Mountains (Iran)
by: Aghdam, Iman Nasiri, et al.
Published: (2016)

Landslide susceptibility mapping using logistic regression method and gis tool in Cameron Highlands
by: Yusrina, Mhamd Azizmy
Published: (2015)

Development of landslide susceptibility map utilizing remote sensing and Geographic Information Systems (GIS)
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2010)

The correlation of personality characteristics and social factors with identity styles in adolescents of Golestan, Iran
by: Ghorbani, Alireza, et al.
Published: (2015)

Personality characteristics, social factors, and identity styles among adolescents in Golestan, Iran
by: Ghorbani, Alireza
Published: (2013)

Conditioning factors determination for landslide susceptibility mapping using support vector machine learning
by: Kalantar, Bahareh, et al.
Published: (2019)

A novel integrated model for assessing landslide susceptibility mapping using CHAID and AHP pair-wise comparison
by: Althuwaynee, Omar F., et al.
Published: (2016)

Manifestation of LiDAR-derived parameters in the spatial prediction of landslides using novel ensemble evidential belief functions and support vector machine models in GIS
by: Jebur, Mustafa Neamah, et al.
Published: (2014)

Volume, gravitational potential energy reduction, and regional centroid position change in the wake of landslides triggered by the 14 April 2010 Yushu earthquake of China
by: Xu, Chong, et al.
Published: (2014)

Landslide susceptibility mapping using ensemble bivariate and multivariate statistical models in Fayfa area, Saudi Arabia
by: Youssef, Ahmed M., et al.
Published: (2015)

Landslide susceptibility mapping using decision-tree based chi-squared automatic interaction detection (CHAID) and logistic regression (LR) integration
by: Althuwaynee, Omar F., et al.
Published: (2014)

Spatial prediction of landslide hazard at the Luxi area (China) using support vector machines
by: Hong, Haoyuan, et al.
Published: (2016)

PFR model and GiT for landslide susceptibility mapping: a case study from Central Alborz, Iran
by: Jadda, Mehrnoosh, et al.
Published: (2011)

An index to describe the earthquake effect on subsequent landslides in Central Taiwan
by: Yang, Zon Yee, et al.
Published: (2015)

Landslide susceptibility mapping: a technical note
by: Sorooshian, Sharyar, et al.
Published: (2015)