A novel ensemble bivariate statistical evidential belief function with knowledge-based analytical hierarchy process and multivariate statistical logistic regression for landslide susceptibility mapping

Akgun, 2010, Landslide risk as an environmental threat for Izmir (West Turkey) City and its urban expansion, 11249

Akgun, 2010, Landslide susceptibility mapping for Ayvalik (Western Turkey) and its vicinity by multicriteria decision analysis, Environ. Earth Sci., 61, 595, 10.1007/s12665-009-0373-1

Akgun, 2012, An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm, Comput. Geosci., 38, 23, 10.1016/j.cageo.2011.04.012

Aleotti, 1999, Landslide hazard assessment: summary review and new perspectives, Bull. Eng. Geol. Environ., 58, 21, 10.1007/s100640050066

Althuwaynee, 2012, Application of an evidential belief function model in landslide susceptibility mapping, Comput. Geosci., 44, 120, 10.1016/j.cageo.2012.03.003

Althuwaynee, 2012, Prediction of slope failures using bivariate statistical based index of entropy model, Humanities, Science and Engineering (CHUSER), IEEE Colloq. IEEE, 362

Ayalew, 2005, The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan, Geomorphology, 65, 15, 10.1016/j.geomorph.2004.06.010

Ayalew, 2005, Landslides in Sado Island of Japan: part II. GIS-based susceptibility mapping with comparisons of results from two methods and verifications, Eng. Geol., 81, 432, 10.1016/j.enggeo.2005.08.004

Bai, 2011, GIS-based rare events logistic regression for landslide-susceptibility mapping of Lianyungang, China, Environ. Earth Sci., 62, 139, 10.1007/s12665-010-0509-3

Bai, 2012, Combined landslide susceptibility mapping after Wenchuan earthquake at the Zhouqu segment in the Bailongjiang Basin, China, Catena, 99, 18, 10.1016/j.catena.2012.06.012

Bartlett, 1999, Generalization performance of support vector machines and other pattern classifiers, 43

Beven, 1979, Un modèle à base physique de zone d'appel variable de l'hydrologie du bassin versant, Hydrol. Sci. J., 24, 43, 10.1080/02626667909491834

Bonham-Carter, 1994

Boots, 1988

Broothaerts, 2012, Spatial patterns, causes and consequences of landslides in the Gilgel Gibe catchment, SW Ethiopia, Catena, 97, 127, 10.1016/j.catena.2012.05.011

Bühlmann, 2003, Boosting with the L 2 loss: regression and classification, J. Am. Stat. Assoc., 98, 324, 10.1198/016214503000125

Bui, 2011, Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression, Nat. Hazards, 59, 1413, 10.1007/s11069-011-9844-2

Carranza, 2009, Controls on mineral deposit occurrence inferred from analysis of their spatial pattern and spatial association with geological features, Ore Geol. Rev., 35, 383, 10.1016/j.oregeorev.2009.01.001

Che, 2012, Landslide susceptibility assessment in Limbe (SW Cameroon): a field calibrated seed cell and information value method, Catena, 92, 83, 10.1016/j.catena.2011.11.014

Crozier, 1999, Prediction of rainfall-triggered landslides: a test of the Antecedent Water Status Model, Earth Surf. Process. Landf., 24, 825, 10.1002/(SICI)1096-9837(199908)24:9<825::AID-ESP14>3.0.CO;2-M

Dai, 2002, Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong, Geomorphology, 42, 213, 10.1016/S0169-555X(01)00087-3

Dempster, 1968, Upper and lower probabilities generated by a random closed interval, Ann. Math. Stat., 39, 957, 10.1214/aoms/1177698328

Devkota, 2013, 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, Nat. Hazards, 65, 135, 10.1007/s11069-012-0347-6

Dimitriadou, 2003

Domínguez-Cuesta, 2007, Landslides in the Central Coalfield (Cantabrian Mountains, NW Spain): geomorphological features, conditioning factors and methodological implications in susceptibility assessment, Geomorphology, 89, 358, 10.1016/j.geomorph.2007.01.004

Ghosh, 2011, Cluster ensembles, Wiley Interdiscip. Rev. Data Min. Knowl. Discov., 1, 305, 10.1002/widm.32

Ghosh, 2011, Selecting and weighting spatial predictors for empirical modeling of landslide susceptibility in the Darjeeling Himalayas (India), Geomorphology, 131, 35, 10.1016/j.geomorph.2011.04.019

Hengl, 2006, Finding the right pixel size, Comput. Geosci., 32, 1283, 10.1016/j.cageo.2005.11.008

Hosmer, 2000

Huabin, 2005, GIS-based landslide hazard assessment: an overview, Prog. Phys. Geogr., 29, 548, 10.1191/0309133305pp462ra

Ishizaka, 2009, Analytic hierarchy process and expert choice: benefits and limitations, OR Insight, 22, 201, 10.1057/ori.2009.10

Jenness, 2011

Kayastha, 2012, Application of the analytical hierarchy process (AHP) for landslide susceptibility mapping: a case study from the Tinau watershed, west Nepal, Comput. Geosci., 52, 398, 10.1016/j.cageo.2012.11.003

Kusky, 2008

Lange, 2002

Lee, 2004, Application of likelihood ratio and logistic regression models to landslide susceptibility mapping using GIS, Environ. Manag., 34, 223, 10.1007/s00267-003-0077-3

Lee, 2001, Statistical analysis of landslide susceptibility at Yongin, Korea, Environ. Geol., 40, 1095, 10.1007/s002540100310

Lee, 2012, 193

Lee, 2004, Determination and application of the weights for landslide susceptibility mapping using an artificial neural network, Eng. Geol., 71, 289, 10.1016/S0013-7952(03)00142-X

Lee, 2007, Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea, Landslides, 4, 327, 10.1007/s10346-007-0088-x

Lee, 2013, Application of data-driven evidential belief functions to landslide susceptibility mapping in Jinbu, Korea, Catena, 100, 15, 10.1016/j.catena.2012.07.014

Malczewski, 1999

Martha, 2012, Landslide hazard and risk assessment using semi-automatically created landslide inventories, Geomorphology, 184, 139, 10.1016/j.geomorph.2012.12.001

Mathew, 2007, Application of binary logistic regression analysis and its validation for landslide susceptibility mapping in part of Garhwal Himalaya, India, Int. J. Remote Sens., 28, 2257, 10.1080/01431160600928583

Menard, 2000, Coefficients of determination for multiple logistic regression analysis, Am. Stat., 54, 17, 10.1080/00031305.2000.10474502

Mohammady, 2012, Landslide susceptibility mapping at Golestan Province, Iran: a comparison between frequency ratio, Dempster–Shafer, and weights-of-evidence models, J. Asian Earth Sci., 61, 221, 10.1016/j.jseaes.2012.10.005

Mugagga, 2012, Land use changes on the slopes of Mount Elgon and the implications for the occurrence of landslides, Catena, 90, 39, 10.1016/j.catena.2011.11.004

Nefeslioglu, 2008, An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps, Eng. Geol., 97, 171, 10.1016/j.enggeo.2008.01.004

Oh, 2011, Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area, Comput. Geosci., 37, 1264, 10.1016/j.cageo.2010.10.012

Ohlmacher, 2003, Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA, Eng. Geol., 69, 331, 10.1016/S0013-7952(03)00069-3

Park, 2010, Application of Dempster–Shafer theory of evidence to GIS-based landslide susceptibility analysis, Environ. Earth Sci., 62, 367, 10.1007/s12665-010-0531-5

Pereira, 1993, A multiple criteria decision-making approach to GIS-based land suitability evaluation, Int. J. Geogr. Inf. Sci., 7, 407, 10.1080/02693799308901971

Pourghasemi, 2012, Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran, Nat. Hazards, 63, 965, 10.1007/s11069-012-0217-2

Pourghasemi, 2012, Landslide susceptibility mapping using index of entropy and conditional probability models at Safarood Basin, Iran, Catena, 97, 71, 10.1016/j.catena.2012.05.005

Pourghasemi, 2013, GIS-based landslide susceptibility mapping with probabilistic likelihood ratio and spatial multi criteria evaluation models (North of Tehran, Iran), Arab. J. Geosci.

Pourghasemi, 2013, A comparative assessment of prediction capabilities of Dempster–Shafer and weights of evidence models in landslide susceptibility mapping using GIS, Geomatics Nat. Hazards Risk, 4, 93, 10.1080/19475705.2012.662915

Pradhan, 2010, Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches, J. Indian Soc. Remote Sensing, 38, 301, 10.1007/s12524-010-0020-z

Pradhan, 2013, A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS, Comput. Geosci., 51, 350, 10.1016/j.cageo.2012.08.023

Pradhan, 2010, Approaches for delineating landslide hazard areas using different training sites in an advanced artificial neural network model, Geospat. Inf. Sci., 13, 93, 10.1007/s11806-010-0236-7

Pradhan, 2011, Landslide hazard and risk analyses at a landslide prone catchment area using statistical based geospatial model, Int. J. Remote Sens., 32, 4075, 10.1080/01431161.2010.484433

Rokach, 2010, Ensemble-based classifiers, Artif. Intell. Rev., 33, 1, 10.1007/s10462-009-9124-7

Saaty, 1977, A scaling method for priorities in hierarchical structures, J. Math. Psychol., 15, 234, 10.1016/0022-2496(77)90033-5

Saaty, 1980

Sassa, 2008

Schicker, 2012, Comparison of bivariate and multivariate statistical approaches in landslide susceptibility mapping at a regional scale, Geomorphology, 162, 40, 10.1016/j.geomorph.2012.03.036

Schmidt, 2001, The variability of root cohesion as an influence on shallow landslide susceptibility in the Oregon Coast Range, Can. Geotech. J., 38, 995, 10.1139/t01-031

Stocking, 1972, Relief analysis and soil erosion in Rhodesia using multivariate techniques, Z. Geomorphol., 16, 432, 10.1127/zfg/16/1972/432

Strahler, 1957, Quantitative analysis of watershed geomorphology, Trans. Am. Geophys. Union, 38, 913, 10.1029/TR038i006p00913

Süzen, 2004, A comparison of the GIS based landslide susceptibility assessment methods: multivariate versus bivariate, Environ. Geol., 45, 665, 10.1007/s00254-003-0917-8

Tehrany, 2013, Spatial prediction of flood susceptible areas using rule based decision tree (DT) and ensemble bivariate and multivariate statistical models, J. Hydrol., 10.1016/j.jhydrol.2013.09.034

Tien Bui, 2011, Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro fuzzy inference system and GIS, Comput. Geosci., 45, 199, 10.1016/j.cageo.2011.10.031

Tien Bui, 2012, Landslide susceptibility assessment in the Hoa Binh province of Vietnam: a comparison of the Levenberg–Marquardt and Bayesian regularized neural networks, Geomorphology, 171, 12, 10.1016/j.geomorph.2012.04.023

Tien Bui, 2012, Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): a comparative assessment of the efficacy of evidential belief functions and fuzzy logic models, Catena, 96, 28, 10.1016/j.catena.2012.04.001

Tien Bui, 2012, 1

Tien Bui, D., Ho, C.T., Revhaug, I., Pradhan, B., Nguyen, D.B., 2013. Landslide susceptibility mapping along the National Road 32 of Vietnam using GIS-based J48 decision tree classifier and its ensembles in M. Buchroithner et al. (eds.), Cartography from Pole to Pole, Chapter 21. Lecture Notes in Geoinformation and Cartography, DOI: 10.1007/978-3-642-32618-9_21, Springer-Verlag Berlin Heidelberg 2013. doi:10.1007/978-3-642-32618-9_22

Tobler, 1987, Measuring spatial resolution, 12

Tumer, 2001

Van Den Eeckhaut, 2012, Statistical modelling of Europe-wide landslide susceptibility using limited landslide inventory data, Landslides, 9, 357, 10.1007/s10346-011-0299-z

Van Westen, 2006, Landslide hazard and risk zonation — why is it still so difficult?, Bull. Eng. Geol. Environ., 65, 167, 10.1007/s10064-005-0023-0

Varnes, 1984, The International Association of Engineering Geology Commission on Landslides and Other Mass Movements on Slopes, 3, 63

Xu, 2013, Three (nearly) complete inventories of landslides triggered by the May 12, 2008 Wenchuan Mw 7.9 earthquake of China and their spatial distribution statistical analysis, Landslides, 1

Yalcin, 2011, A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey, Catena, 85, 274, 10.1016/j.catena.2011.01.014

Zare, 2012, 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, Arab. J. Geosci., 5, 1