Comparative analysis of machine learning and multi-criteria decision making techniques for landslide susceptibility mapping of Muzaffarabad district

Evaluation of Different Landslide Susceptibility Models for a Local Scale in the Chitral District, Northern Pakistan

(2022) Bilal Aslam et al.   SENSORS

Landslide susceptibility mapping along the China Pakistan Economic Corridor (CPEC) route using multi-criteria decision-making method

(2021) Ahsen Maqsoom et al.   Modeling Earth Systems and Environment

Spatial prediction of landslide susceptibility by combining evidential belief function, logistic regression and logistic model tree

(2019) Wei Chen et al.   Geocarto International

Comparison of convolutional neural networks for landslide susceptibility mapping in Yanshan County, China

(2019) Yi Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Landslide susceptibility mapping with r.landslide: A free open-source GIS-integrated tool based on Artificial Neural Networks

(2019) L. Bragagnolo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Dating reservoir deposits to reconstruct sediment yields from a small limestone catchment in the Yimeng Mountain region, China

(2018) Yunqi Zhang et al.   CATENA

Sensitivity analysis of automatic landslide mapping: numerical experiments towards the best solution

(2018) Kamila Pawluszek et al.   Landslides

Performance evaluation of the GIS-based data mining techniques of best-first decision tree, random forest, and naïve Bayes tree for landslide susceptibility modeling

(2018) Wei Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Analytical hierarchy process (AHP) based landslide susceptibility mapping of Lish river basin of eastern Darjeeling Himalaya, India

(2018) Biplab Mandal et al.   ADVANCES IN SPACE RESEARCH

Comparison of the presence-only method and presence-absence method in landslide susceptibility mapping

(2018) A-Xing Zhu et al.   CATENA

Applying population-based evolutionary algorithms and a neuro-fuzzy system for modeling landslide susceptibility

(2018) Wei Chen et al.   CATENA

Modelling gully-erosion susceptibility in a semi-arid region, Iran: Investigation of applicability of certainty factor and maximum entropy models

(2018) Ali Azareh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Unsaturated hydro-mechanical behaviour of rainfall-induced mass remobilization in post-earthquake landslides

(2017) Zongji Yang et al.   ENGINEERING GEOLOGY

Landslide spatial modeling: Introducing new ensembles of ANN, MaxEnt, and SVM machine learning techniques

(2017) Wei Chen et al.   GEODERMA

GIS-based landslide spatial modeling in Ganzhou City, China

(2016) Haoyuan Hong et al.   Arabian Journal of Geosciences

Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: The influence of models complexity and training dataset size

(2016) Paraskevas Tsangaratos et al.   CATENA

Evaluation of a combined spatial multi-criteria evaluation model and deterministic model for landslide susceptibility mapping

(2016) A.M.S. Pradhan et al.   CATENA

A comparative study for landslide susceptibility mapping using GIS-based multi-criteria decision analysis (MCDA), logistic regression (LR) and association rule mining (ARM)

(2016) Arzu Erener et al.   ENGINEERING GEOLOGY

Spatial prediction of landslide susceptibility using integrated frequency ratio with entropy and support vector machines by different kernel functions

(2016) Wei Chen et al.   Environmental Earth Sciences

A comparative study of different machine learning methods for landslide susceptibility assessment: A case study of Uttarakhand area (India)

(2016) Binh Thai Pham et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Landslide susceptibility assessment in Lianhua County (China): A comparison between a random forest data mining technique and bivariate and multivariate statistical models

(2016) Haoyuan Hong et al.   GEOMORPHOLOGY

Landslide susceptibility mapping at Gongliu county, China using artificial neural network and weight of evidence models

(2016) Qiqing Wang et al.   GEOSCIENCES JOURNAL

An improved method to construct basic probability assignment based on the confusion matrix for classification problem

(2016) Xinyang Deng et al.   INFORMATION SCIENCES

Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China

(2016) Paraskevas Tsangaratos et al.   Landslides

A novel fuzzy K-nearest neighbor inference model with differential evolution for spatial prediction of rainfall-induced shallow landslides in a tropical hilly area using GIS

(2016) Dieu Tien Bui et al.   Landslides

Rainfall-induced landslide susceptibility assessment at the Chongren area (China) using frequency ratio, certainty factor, and index of entropy

(2016) Haoyuan Hong et al.   Geocarto International

GIS based landslide susceptibility mapping of northern areas of Pakistan, a case study of Shigar and Shyok Basins

(2016) Shamsa Kanwal et al.   Geomatics Natural Hazards & Risk

Landslide susceptibility mapping in Mizunami City, Japan: A comparison between logistic regression, bivariate statistical analysis and multivariate adaptive regression spline models

(2015) Liang-Jie Wang et al.   CATENA

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

(2015) J.N. Goetz et al.   COMPUTERS & GEOSCIENCES

Application of frequency ratio and weights of evidence models in landslide susceptibility mapping for the Shangzhou District of Shangluo City, China

(2015) Wei Chen et al.   Environmental Earth Sciences

Comparison of Logistic Regression and Random Forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy)

(2015) Alessandro Trigila et al.   GEOMORPHOLOGY

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

Landslide susceptibility mapping using GIS-based statistical models and Remote sensing data in tropical environment

(2015) Himan Shahabi et al.   Scientific Reports

Earthquake induced landslide susceptibility mapping using an integrated ensemble frequency ratio and logistic regression models in West Sumatera Province, Indonesia

(2014) Zahrul Umar et al.   CATENA

The slope aspect: A predisposing factor for landsliding?

(2014) Marco Capitani et al.   COMPTES RENDUS GEOSCIENCE

Landslide susceptibility mapping at Al-Hasher area, Jizan (Saudi Arabia) using GIS-based frequency ratio and index of entropy models

(2014) Ahmed M. Youssef et al.   GEOSCIENCES JOURNAL

Slope stability susceptibility evaluation parameter (SSEP) rating scheme – An approach for landslide hazard zonation

(2014) Tarun Kumar Raghuvanshi et al.   JOURNAL OF AFRICAN EARTH SCIENCES

Identification of natural hazards and classification of urban areas by TOPSIS model (case study: Bandar Abbas city, Iran)

(2014) Rasool Mahdavi Najafabadi et al.   Geomatics Natural Hazards & Risk

Landslide susceptibility mapping at central Zab basin, Iran: A comparison between analytical hierarchy process, frequency ratio and logistic regression models

(2013) Himan Shahabi et al.   CATENA

An evaluation of SVM using polygon-based random sampling in landslide susceptibility mapping: The Candir catchment area (western Antalya, Turkey)

(2013) B. Taner San   International Journal of Applied Earth Observation and Geoinformation

Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression

(2013) Taskin Kavzoglu et al.   Landslides

Rainfall-triggered shallow landslides at catchment scale: Threshold mechanics-based modeling for abruptness and localization

(2013) J. von Ruette et al.   WATER RESOURCES RESEARCH

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

(2012) Biswajeet Pradhan   COMPUTERS & GEOSCIENCES

GIS-based support vector machine modeling of earthquake-triggered landslide susceptibility in the Jianjiang River watershed, China

(2012) Chong Xu et al.   GEOMORPHOLOGY

Support Vector Machines for Landslide Susceptibility Mapping: The Staffora River Basin Case Study, Italy

(2012) Cristiano Ballabio et al.   Mathematical Geosciences

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

(2012) Krishna Chandra Devkota et al.   NATURAL HAZARDS

Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran

(2012) Hamid Reza Pourghasemi et al.   NATURAL HAZARDS

Landslide susceptibility assessment using SVM machine learning algorithm

(2011) Miloš Marjanović et al.   ENGINEERING GEOLOGY

Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial neural network models using ASTER images and GIS

(2011) Jaewon Choi et al.   ENGINEERING GEOLOGY

Evaluation of environmental parameters in logistic regression models for landslide susceptibility mapping

(2011) Mehmet Lütfi Süzen et al.   International Journal of Digital Earth

Spatiotemporal landslide detection for the 2005 Kashmir earthquake region

(2010) Sumbal Bahar Saba et al.   GEOMORPHOLOGY

Support vector machines in remote sensing: A review

(2010) Giorgos Mountrakis et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches

(2010) B. Pradhan   Journal of the Indian Society of Remote Sensing

Causes and extent of environmental impacts of landslide hazard in the Himalayan region: a case study of Murree, Pakistan

(2010) Atta-ur-Rahman et al.   NATURAL HAZARDS

Observations of damage due to the Kashmir earthquake of October 8, 2005 and study of current seismic provisions for buildings in Pakistan

(2009) T. Rossetto et al.   Bulletin of Earthquake Engineering

Influence of sample and terrain unit on landslide susceptibility assessment at La Pobla de Lillet, Eastern Pyrenees, Spain

(2009) Cristina Baeza et al.   Environmental Earth Sciences

Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling

(2009) Biswajeet Pradhan et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Comparison of landslide susceptibility based on a decision-tree model and actual landslide occurrence: The Akaishi Mountains, Japan

(2009) Hitoshi Saito et al.   GEOMORPHOLOGY

Evolution of earthquake-triggered landslides in the Kashmir Himalaya, northern Pakistan

(2009) Ghazanfar A. Khattak et al.   GEOMORPHOLOGY

Landslide susceptibility mapping based on Support Vector Machine: A case study on natural slopes of Hong Kong, China

(2008) X. Yao et al.   GEOMORPHOLOGY

GIS-based landslide susceptibility mapping for the 2005 Kashmir earthquake region

(2008) Ulrich Kamp et al.   GEOMORPHOLOGY

RivWidth: A Software Tool for the Calculation of River Widths From Remotely Sensed Imagery

(2008) Tamlin M. Pavelsky et al.   IEEE Geoscience and Remote Sensing Letters

Landslide susceptibility analysis with a heuristic approach in the Eastern Alps (Vorarlberg, Austria)

(2007) M. Ruff et al.   GEOMORPHOLOGY

Landslides triggered by the 8 October 2005 Kashmir earthquake

(2007) Lewis A. Owen et al.   GEOMORPHOLOGY