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Volumn 151, Issue , 2017, Pages 147-160

A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility

Author keywords

China; Classification and regression tree; Landslide; Logistic model tree; Random forest

Indexed keywords

ACCURACY ASSESSMENT; AERIAL PHOTOGRAPHY; AREAL INTERPOLATION; COMPARATIVE STUDY; CURVATURE; DATA MINING; FIELD SURVEY; LANDSLIDE; LOGIT ANALYSIS; MODEL VALIDATION; PREDICTION; REGRESSION ANALYSIS; SLOPE ANGLE; SPATIAL ANALYSIS; SUPPORT VECTOR MACHINE; VULNERABILITY;

EID: 85007211610     PISSN: 03418162     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.catena.2016.11.032     Document Type: Article
Times cited : (740)

References (94)
  • 1
    • 9644265275 scopus 로고    scopus 로고
    • A feature selection technique for classificatory analysis
    • Ahmad, A., Dey, L., A feature selection technique for classificatory analysis. Pattern Recogn. Lett. 26:1 (2005), 43–56.
    • (2005) Pattern Recogn. Lett. , vol.26 , Issue.1 , pp. 43-56
    • Ahmad, A.1    Dey, L.2
  • 2
    • 82455187958 scopus 로고    scopus 로고
    • An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm
    • Akgun, A., Sezer, E.A., Nefeslioglu, H.A., Gokceoglu, C., Pradhan, B., An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm. Comput. Geosci. 38:1 (2012), 23–34.
    • (2012) Comput. Geosci. , vol.38 , Issue.1 , pp. 23-34
    • Akgun, A.1    Sezer, E.A.2    Nefeslioglu, H.A.3    Gokceoglu, C.4    Pradhan, B.5
  • 3
    • 0001813276 scopus 로고    scopus 로고
    • Landslide hazard assessment: summary review and new perspectives
    • Aleotti, P., Chowdhury, R., Landslide hazard assessment: summary review and new perspectives. Bull. Eng. Geol. Environ. 58:1 (1999), 21–44.
    • (1999) Bull. Eng. Geol. Environ. , vol.58 , Issue.1 , pp. 21-44
    • Aleotti, P.1    Chowdhury, R.2
  • 4
    • 0037228075 scopus 로고    scopus 로고
    • The classification and regression tree approach to pump failure rate analysis
    • Bevilacqua, M., Braglia, M., Montanari, R., The classification and regression tree approach to pump failure rate analysis. Reliab. Eng. Syst. Saf. 79:1 (2003), 59–67.
    • (2003) Reliab. Eng. Syst. Saf. , vol.79 , Issue.1 , pp. 59-67
    • Bevilacqua, M.1    Braglia, M.2    Montanari, R.3
  • 5
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., Random forests. Mach. Learn. 45:1 (2001), 5–32.
    • (2001) Mach. Learn. , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 6
    • 0003802343 scopus 로고
    • Classification and Regression Trees Belmont
    • Wadsworth International Group CA
    • Breiman, L., Friedman, J.H., Olshen, R.A., Stone, C.J., Classification and Regression Trees Belmont. 1984, Wadsworth International Group, CA.
    • (1984)
    • Breiman, L.1    Friedman, J.H.2    Olshen, R.A.3    Stone, C.J.4
  • 7
    • 84906569541 scopus 로고    scopus 로고
    • Indoor localization in a hospital environment using random Forest classifiers
    • Calderoni, L., Ferrara, M., Franco, A., Maio, D., Indoor localization in a hospital environment using random Forest classifiers. Expert Syst. Appl. 42:1 (2015), 125–134.
    • (2015) Expert Syst. Appl. , vol.42 , Issue.1 , pp. 125-134
    • Calderoni, L.1    Ferrara, M.2    Franco, A.3    Maio, D.4
  • 8
    • 84930226197 scopus 로고    scopus 로고
    • A new-old approach for shallow landslide analysis and susceptibility zoning in fine-grained weathered soils of southern Italy
    • Cascini, L., Ciurleo, M., Di Nocera, S., Gulla, G., A new-old approach for shallow landslide analysis and susceptibility zoning in fine-grained weathered soils of southern Italy. Geomorphology 241 (2015), 371–381.
    • (2015) Geomorphology , vol.241 , pp. 371-381
    • Cascini, L.1    Ciurleo, M.2    Di Nocera, S.3    Gulla, G.4
  • 9
    • 84961175355 scopus 로고    scopus 로고
    • A GIS-based comparative study of frequency ratio, statistical index and weights-of-evidence models in landslide susceptibility mapping
    • Chen, W., Chai, H., Sun, X., Wang, Q., Ding, X., Hong, H., A GIS-based comparative study of frequency ratio, statistical index and weights-of-evidence models in landslide susceptibility mapping. Arab. J. Geosci. 9:3 (2016), 1–16.
    • (2016) Arab. J. Geosci. , vol.9 , Issue.3 , pp. 1-16
    • Chen, W.1    Chai, H.2    Sun, X.3    Wang, Q.4    Ding, X.5    Hong, H.6
  • 10
    • 84961179478 scopus 로고    scopus 로고
    • Landslide susceptibility mapping based on GIS and support vector machine models for the Qianyang County, China
    • Chen, W., Chai, H., Zhao, Z., Wang, Q., Hong, H., Landslide susceptibility mapping based on GIS and support vector machine models for the Qianyang County, China. Environ. Earth Sci. 75:6 (2016), 1–13.
    • (2016) Environ. Earth Sci. , vol.75 , Issue.6 , pp. 1-13
    • Chen, W.1    Chai, H.2    Zhao, Z.3    Wang, Q.4    Hong, H.5
  • 11
    • 84950247415 scopus 로고    scopus 로고
    • Application of frequency ratio and weights of evidence models in landslide susceptibility mapping for the Shangzhou District of Shangluo City, China
    • Chen, W., Ding, X., Zhao, R., Shi, S., Application of frequency ratio and weights of evidence models in landslide susceptibility mapping for the Shangzhou District of Shangluo City, China. Environ. Earth Sci. 75:1 (2016), 1–10.
    • (2016) Environ. Earth Sci. , vol.75 , Issue.1 , pp. 1-10
    • Chen, W.1    Ding, X.2    Zhao, R.3    Shi, S.4
  • 12
    • 84950259146 scopus 로고    scopus 로고
    • GIS-based landslide susceptibility mapping using analytical hierarchy process (AHP) and certainty factor (CF) models for the Baozhong region of Baoji City, China
    • Chen, W., Li, W., Chai, H., Hou, E., Li, X., Ding, X., GIS-based landslide susceptibility mapping using analytical hierarchy process (AHP) and certainty factor (CF) models for the Baozhong region of Baoji City, China. Environ. Earth Sci. 75:1 (2016), 1–14.
    • (2016) Environ. Earth Sci. , vol.75 , Issue.1 , pp. 1-14
    • Chen, W.1    Li, W.2    Chai, H.3    Hou, E.4    Li, X.5    Ding, X.6
  • 13
    • 84905232984 scopus 로고    scopus 로고
    • Forested landslide detection using LiDAR data and the random forest algorithm: a case study of the three gorges, China
    • Chen, W., Li, X., Wang, Y., Chen, G., Liu, S., Forested landslide detection using LiDAR data and the random forest algorithm: a case study of the three gorges, China. Remote Sens. Environ. 152 (2014), 291–301.
    • (2014) Remote Sens. Environ. , vol.152 , pp. 291-301
    • Chen, W.1    Li, X.2    Wang, Y.3    Chen, G.4    Liu, S.5
  • 14
    • 84855187648 scopus 로고    scopus 로고
    • Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial neural network models using ASTER images and GIS
    • Choi, J., Oh, H.-J., Lee, H.-J., Lee, C., Lee, S., Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial neural network models using ASTER images and GIS. Eng. Geol. 124 (2012), 12–23.
    • (2012) Eng. Geol. , vol.124 , pp. 12-23
    • Choi, J.1    Oh, H.-J.2    Lee, H.-J.3    Lee, C.4    Lee, S.5
  • 15
    • 84959319429 scopus 로고    scopus 로고
    • Susceptibility mapping of shallow landslides using kernel-based Gaussian process, support vector machines and logistic regression
    • Colkesen, I., Sahin, E.K., Kavzoglu, T., Susceptibility mapping of shallow landslides using kernel-based Gaussian process, support vector machines and logistic regression. J. Afr. Earth Sci. 118 (2016), 53–64.
    • (2016) J. Afr. Earth Sci. , vol.118 , pp. 53-64
    • Colkesen, I.1    Sahin, E.K.2    Kavzoglu, T.3
  • 16
    • 84930633276 scopus 로고    scopus 로고
    • Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: a case of the Bence River basin (western Sicily, Italy)
    • Conoscenti, C., Ciaccio, M., Caraballo-Arias, N.A., Gomez-Gutierrez, A., Rotigliano, E., Agnesi, V., Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: a case of the Bence River basin (western Sicily, Italy). Geomorphology 242 (2015), 49–64.
    • (2015) Geomorphology , vol.242 , pp. 49-64
    • Conoscenti, C.1    Ciaccio, M.2    Caraballo-Arias, N.A.3    Gomez-Gutierrez, A.4    Rotigliano, E.5    Agnesi, V.6
  • 17
    • 79955062758 scopus 로고    scopus 로고
    • Landslide susceptibility assessment using the bivariate statistical analysis and the index of entropy in the Sibiciu Basin (Romania)
    • Constantin, M., Bednarik, M., Jurchescu, M.C., Vlaicu, M., Landslide susceptibility assessment using the bivariate statistical analysis and the index of entropy in the Sibiciu Basin (Romania). Environ. Earth Sci. 63:2 (2011), 397–406.
    • (2011) Environ. Earth Sci. , vol.63 , Issue.2 , pp. 397-406
    • Constantin, M.1    Bednarik, M.2    Jurchescu, M.C.3    Vlaicu, M.4
  • 18
    • 84905590540 scopus 로고    scopus 로고
    • Forward logistic regression for earth-flow landslide susceptibility assessment in the Platani river basin (southern Sicily, Italy)
    • Costanzo, D., Chacón, J., Conoscenti, C., Irigaray, C., Rotigliano, E., Forward logistic regression for earth-flow landslide susceptibility assessment in the Platani river basin (southern Sicily, Italy). Landslides 11:4 (2014), 639–653.
    • (2014) Landslides , vol.11 , Issue.4 , pp. 639-653
    • Costanzo, D.1    Chacón, J.2    Conoscenti, C.3    Irigaray, C.4    Rotigliano, E.5
  • 19
    • 0036134698 scopus 로고    scopus 로고
    • Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong
    • Dai, F.C., Lee, C.F., Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 42:3–4 (2002), 213–228.
    • (2002) Geomorphology , vol.42 , Issue.3-4 , pp. 213-228
    • Dai, F.C.1    Lee, C.F.2
  • 20
    • 84939453423 scopus 로고    scopus 로고
    • A new hybrid model using step-wise weight assessment ratio analysis (SWAM) technique and adaptive neuro-fuzzy inference system (ANFIS) for regional landslide hazard assessment in Iran
    • Dehnavi, A., Aghdam, I.N., Pradhan, B., Varzandeh, M.H.M., A new hybrid model using step-wise weight assessment ratio analysis (SWAM) technique and adaptive neuro-fuzzy inference system (ANFIS) for regional landslide hazard assessment in Iran. Catena 135 (2015), 122–148.
    • (2015) Catena , vol.135 , pp. 122-148
    • Dehnavi, A.1    Aghdam, I.N.2    Pradhan, B.3    Varzandeh, M.H.M.4
  • 21
    • 84871937968 scopus 로고    scopus 로고
    • A comparison of landslide susceptibility mapping of the eastern part of the north Anatolian fault zone (Turkey) by likelihood-frequency ratio and analytic hierarchy process methods
    • Demir, G., Aytekin, M., Akgün, A., İkizler, S.B., Tatar, O., A comparison of landslide susceptibility mapping of the eastern part of the north Anatolian fault zone (Turkey) by likelihood-frequency ratio and analytic hierarchy process methods. Nat. Hazards 65:3 (2013), 1481–1506.
    • (2013) Nat. Hazards , vol.65 , Issue.3 , pp. 1481-1506
    • Demir, G.1    Aytekin, M.2    Akgün, A.3    İkizler, S.B.4    Tatar, O.5
  • 22
    • 84870822749 scopus 로고    scopus 로고
    • 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
    • Devkota, K.C., Regmi, A.D., Pourghasemi, H.R., Yoshida, K., Pradhan, B., Ryu, I.C., Dhital, M.R., Althuwaynee, O.F., 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 65:1 (2013), 135–165.
    • (2013) Nat. Hazards , vol.65 , Issue.1 , pp. 135-165
    • Devkota, K.C.1    Regmi, A.D.2    Pourghasemi, H.R.3    Yoshida, K.4    Pradhan, B.5    Ryu, I.C.6    Dhital, M.R.7    Althuwaynee, O.F.8
  • 24
    • 84875731577 scopus 로고    scopus 로고
    • Mapping landslide susceptibility with logistic regression, multiple adaptive regression splines, classification and regression trees, and maximum entropy methods: a comparative study
    • Felicísimo, Á.M., Cuartero, A., Remondo, J., Quirós, E., Mapping landslide susceptibility with logistic regression, multiple adaptive regression splines, classification and regression trees, and maximum entropy methods: a comparative study. Landslides 10:2 (2013), 175–189.
    • (2013) Landslides , vol.10 , Issue.2 , pp. 175-189
    • Felicísimo, Á.M.1    Cuartero, A.2    Remondo, J.3    Quirós, E.4
  • 25
    • 84884390433 scopus 로고    scopus 로고
    • Modeling and risk assessment of landslides using fuzzy logic. Application on the slopes of the Algerian tell (Algeria)
    • Guettouche, M.S., Modeling and risk assessment of landslides using fuzzy logic. Application on the slopes of the Algerian tell (Algeria). Arab. J. Geosci. 6:9 (2013), 3163–3173.
    • (2013) Arab. J. Geosci. , vol.6 , Issue.9 , pp. 3163-3173
    • Guettouche, M.S.1
  • 26
    • 84938635627 scopus 로고    scopus 로고
    • Quantitative assessment of landslide susceptibility along the Xianshuihe fault zone, Tibetan plateau, China
    • Guo, C.B., Montgomery, D.R., Zhang, Y.S., Wang, K., Yang, Z.H., Quantitative assessment of landslide susceptibility along the Xianshuihe fault zone, Tibetan plateau, China. Geomorphology 248 (2015), 93–110.
    • (2015) Geomorphology , vol.248 , pp. 93-110
    • Guo, C.B.1    Montgomery, D.R.2    Zhang, Y.S.3    Wang, K.4    Yang, Z.H.5
  • 27
    • 84928668380 scopus 로고    scopus 로고
    • Large landslides associated with a diapiric fold in Canelles reservoir (Spanish Pyrenees): detailed geological–geomorphological mapping, trenching and electrical resistivity imaging
    • Gutiérrez, F., Linares, R., Roqué, C., Zarroca, M., Carbonel, D., Rosell, J., Gutiérrez, M., Large landslides associated with a diapiric fold in Canelles reservoir (Spanish Pyrenees): detailed geological–geomorphological mapping, trenching and electrical resistivity imaging. Geomorphology 241 (2015), 224–242.
    • (2015) Geomorphology , vol.241 , pp. 224-242
    • Gutiérrez, F.1    Linares, R.2    Roqué, C.3    Zarroca, M.4    Carbonel, D.5    Rosell, J.6    Gutiérrez, M.7
  • 28
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon, I., Weston, J., Barnhill, S., Vapnik, V., Gene selection for cancer classification using support vector machines. Mach. Learn. 46:1 (2002), 389–422.
    • (2002) Mach. Learn. , vol.46 , Issue.1 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 29
    • 0343069785 scopus 로고    scopus 로고
    • Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy
    • Guzzetti, F., Carrara, A., Cardinali, M., Reichenbach, P., Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy. Geomorphology 31:1–4 (1999), 181–216.
    • (1999) Geomorphology , vol.31 , Issue.1-4 , pp. 181-216
    • Guzzetti, F.1    Carrara, A.2    Cardinali, M.3    Reichenbach, P.4
  • 30
    • 84922111387 scopus 로고    scopus 로고
    • Support vector machine and random forest modeling for intrusion detection system (IDS)
    • Hasan, M.A.M., Nasser, M., Pal, B., Ahmad, S., Support vector machine and random forest modeling for intrusion detection system (IDS). J. Intell. Learn. Syst. Appl., 6(1), 2014, 45.
    • (2014) J. Intell. Learn. Syst. Appl. , vol.6 , Issue.1 , pp. 45
    • Hasan, M.A.M.1    Nasser, M.2    Pal, B.3    Ahmad, S.4
  • 31
    • 84983287814 scopus 로고    scopus 로고
    • A novel relevance vector machine classifier with cuckoo search optimization for spatial prediction of landslides
    • Hoang, N.-D., Tien Bui, D., A novel relevance vector machine classifier with cuckoo search optimization for spatial prediction of landslides. J. Comput. Civ. Eng., 2016, 10.1061/(ASCE)CP.1943-5487.0000557.
    • (2016) J. Comput. Civ. Eng.
    • Hoang, N.-D.1    Tien Bui, D.2
  • 32
    • 85007580145 scopus 로고    scopus 로고
    • Rainfall-induced landslide susceptibility assessment at the Chongren area (China) using frequency ratio, certainty factor, and index of entropy
    • Hong, H., Chen, W., Xu, C., Youssef, A.M., Pradhan, B., Tien Bui, D., Rainfall-induced landslide susceptibility assessment at the Chongren area (China) using frequency ratio, certainty factor, and index of entropy. Geocarto Int., 2016, 1–16.
    • (2016) Geocarto Int. , pp. 1-16
    • Hong, H.1    Chen, W.2    Xu, C.3    Youssef, A.M.4    Pradhan, B.5    Tien Bui, D.6
  • 33
    • 84971294326 scopus 로고    scopus 로고
    • GIS-based landslide spatial modeling in Ganzhou City, China
    • Hong, H., Naghibi, S.A., Pourghasemi, H.R., Pradhan, B., GIS-based landslide spatial modeling in Ganzhou City, China. Arab. J. Geosci. 9:2 (2016), 1–26.
    • (2016) Arab. J. Geosci. , vol.9 , Issue.2 , pp. 1-26
    • Hong, H.1    Naghibi, S.A.2    Pourghasemi, H.R.3    Pradhan, B.4
  • 34
    • 84931272056 scopus 로고    scopus 로고
    • Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines
    • Hong, H., Pradhan, B., Xu, C., Bui, D.T., Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines. Catena 133 (2015), 266–281.
    • (2015) Catena , vol.133 , pp. 266-281
    • Hong, H.1    Pradhan, B.2    Xu, C.3    Bui, D.T.4
  • 35
    • 0003508724 scopus 로고    scopus 로고
    • Applied Logistic Regression
    • A Wiley-Interscience Publication New York
    • Hosmer, D.W., Lemeshow, S., Applied Logistic Regression. 2000, A Wiley-Interscience Publication, New York.
    • (2000)
    • Hosmer, D.W.1    Lemeshow, S.2
  • 37
    • 84891584057 scopus 로고    scopus 로고
    • Data Mining: Concepts, Models, Methods, and Algorithms
    • John Wiley & Sons Hoboken, New Jersey
    • Kantardzic, M., Data Mining: Concepts, Models, Methods, and Algorithms. 2011, John Wiley & Sons, Hoboken, New Jersey.
    • (2011)
    • Kantardzic, M.1
  • 38
    • 33744829751 scopus 로고    scopus 로고
    • A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas
    • Kanungo, D.P., Arora, M.K., Sarkar, S., Gupta, R.P., A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas. Eng. Geol. 85:3–4 (2006), 347–366.
    • (2006) Eng. Geol. , vol.85 , Issue.3-4 , pp. 347-366
    • Kanungo, D.P.1    Arora, M.K.2    Sarkar, S.3    Gupta, R.P.4
  • 39
    • 80255137525 scopus 로고    scopus 로고
    • Combining neural network with fuzzy, certainty factor and likelihood ratio concepts for spatial prediction of landslides
    • Kanungo, D.P., Sarkar, S., Sharma, S., Combining neural network with fuzzy, certainty factor and likelihood ratio concepts for spatial prediction of landslides. Nat. Hazards 59:3 (2011), 1491–1512.
    • (2011) Nat. Hazards , vol.59 , Issue.3 , pp. 1491-1512
    • Kanungo, D.P.1    Sarkar, S.2    Sharma, S.3
  • 40
    • 84947130194 scopus 로고    scopus 로고
    • The usefulness of a classification and regression tree algorithm for detecting perioperative transfusion-related pulmonary complications
    • Kim, K.N., Kim, D.W., Jeong, M.A., The usefulness of a classification and regression tree algorithm for detecting perioperative transfusion-related pulmonary complications. Transfusion 55:11 (2015), 2582–2589.
    • (2015) Transfusion , vol.55 , Issue.11 , pp. 2582-2589
    • Kim, K.N.1    Kim, D.W.2    Jeong, M.A.3
  • 41
    • 84943796288 scopus 로고    scopus 로고
    • Evaluation of liquefaction potential based on CPT data using random forest
    • Kohestani, V.R., Hassanlourad, M., Ardakani, A., Evaluation of liquefaction potential based on CPT data using random forest. Nat. Hazards 79:2 (2015), 1079–1089.
    • (2015) Nat. Hazards , vol.79 , Issue.2 , pp. 1079-1089
    • Kohestani, V.R.1    Hassanlourad, M.2    Ardakani, A.3
  • 42
    • 84978632507 scopus 로고    scopus 로고
    • Comparing Methodologies for Developing an Early Warning System: Classification and Regression Tree Model versus Logistic Regression
    • Southeast Regional Educational Laboratory
    • Koon, S., Petscher, Y., Comparing Methodologies for Developing an Early Warning System: Classification and Regression Tree Model versus Logistic Regression. REL 2015–077, 2015, Southeast, Regional Educational Laboratory.
    • (2015) REL 2015–077
    • Koon, S.1    Petscher, Y.2
  • 43
    • 21244500957 scopus 로고    scopus 로고
    • Logistic model trees
    • Landwehr, N., Hall, M., Frank, E., Logistic model trees. Mach. Learn. 59:1 (2005), 161–205.
    • (2005) Mach. Learn. , vol.59 , Issue.1 , pp. 161-205
    • Landwehr, N.1    Hall, M.2    Frank, E.3
  • 44
    • 37449009261 scopus 로고    scopus 로고
    • Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea
    • Lee, S., Comparison of landslide susceptibility maps generated through multiple logistic regression for three test areas in Korea. Earth Surf. Process. Landf. 32:14 (2007), 2133–2148.
    • (2007) Earth Surf. Process. Landf. , vol.32 , Issue.14 , pp. 2133-2148
    • Lee, S.1
  • 45
    • 36849021068 scopus 로고    scopus 로고
    • Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea
    • Lee, S., Ryu, J.-H., Kim, I.-S., Landslide susceptibility analysis and its verification using likelihood ratio, logistic regression, and artificial neural network models: case study of Youngin, Korea. Landslides 4:4 (2007), 327–338.
    • (2007) Landslides , vol.4 , Issue.4 , pp. 327-338
    • Lee, S.1    Ryu, J.-H.2    Kim, I.-S.3
  • 46
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • Liaw, A., Wiener, M., Classification and regression by randomForest. R News 2:3 (2002), 18–22.
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 47
    • 84862189674 scopus 로고    scopus 로고
    • Various links between landslide debris and sediment flux during earthquake and rainstorm events
    • Lin, G.-W., Chen, H., Shih, T.-Y., Lin, S., Various links between landslide debris and sediment flux during earthquake and rainstorm events. J. Asian Earth Sci. 54 (2012), 41–48.
    • (2012) J. Asian Earth Sci. , vol.54 , pp. 41-48
    • Lin, G.-W.1    Chen, H.2    Shih, T.-Y.3    Lin, S.4
  • 48
    • 84930935164 scopus 로고    scopus 로고
    • Rainfall intensity–duration thresholds for the initiation of landslides in Zhejiang Province, China
    • Ma, T., Li, C., Lu, Z., Bao, Q., Rainfall intensity–duration thresholds for the initiation of landslides in Zhejiang Province, China. Geomorphology 245 (2015), 193–206.
    • (2015) Geomorphology , vol.245 , pp. 193-206
    • Ma, T.1    Li, C.2    Lu, Z.3    Bao, Q.4
  • 49
    • 59949083332 scopus 로고    scopus 로고
    • An alternative approach for the prediction of significant wave heights based on classification and regression trees
    • Mahjoobi, J., Etemad-Shahidi, A., An alternative approach for the prediction of significant wave heights based on classification and regression trees. Appl. Ocean Res. 30:3 (2008), 172–177.
    • (2008) Appl. Ocean Res. , vol.30 , Issue.3 , pp. 172-177
    • Mahjoobi, J.1    Etemad-Shahidi, A.2
  • 50
    • 84905376119 scopus 로고    scopus 로고
    • Classification and regression tree theory application for assessment of building damage caused by surface deformation
    • Malinowska, A., Classification and regression tree theory application for assessment of building damage caused by surface deformation. Nat. Hazards 73:2 (2014), 317–334.
    • (2014) Nat. Hazards , vol.73 , Issue.2 , pp. 317-334
    • Malinowska, A.1
  • 51
    • 67649561389 scopus 로고    scopus 로고
    • Chi square feature extraction based SVMs Arabic language text categorization system
    • Moh'd, A., Mesleh, A., Chi square feature extraction based SVMs Arabic language text categorization system. J. Comput. Sci. 3:6 (2007), 430–435.
    • (2007) J. Comput. Sci. , vol.3 , Issue.6 , pp. 430-435
    • Moh'd, A.1    Mesleh, A.2
  • 52
    • 84961683938 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using an ensemble statistical index (Wi) and adaptive neuro-fuzzy inference system (ANFIS) model at Alborz Mountains (Iran)
    • Nasiri Aghdam, I., Varzandeh, M.H.M., Pradhan, B., Landslide susceptibility mapping using an ensemble statistical index (Wi) and adaptive neuro-fuzzy inference system (ANFIS) model at Alborz Mountains (Iran). Environ. Earth Sci. 75:7 (2016), 1–20.
    • (2016) Environ. Earth Sci. , vol.75 , Issue.7 , pp. 1-20
    • Nasiri Aghdam, I.1    Varzandeh, M.H.M.2    Pradhan, B.3
  • 53
    • 84897097909 scopus 로고    scopus 로고
    • Gain ratio based fuzzy weighted association rule mining classifier for medical diagnostic interface
    • Nithya, N.S., Duraiswamy, K., Gain ratio based fuzzy weighted association rule mining classifier for medical diagnostic interface. Sadhana 39:1 (2014), 39–52.
    • (2014) Sadhana , vol.39 , Issue.1 , pp. 39-52
    • Nithya, N.S.1    Duraiswamy, K.2
  • 54
    • 84893980925 scopus 로고    scopus 로고
    • Landslide susceptibility mapping at Zonouz plain, Iran using genetic programming and comparison with frequency ratio, logistic regression, and artificial neural network models
    • Nourani, V., Pradhan, B., Ghaffari, H., Sharifi, S.S., Landslide susceptibility mapping at Zonouz plain, Iran using genetic programming and comparison with frequency ratio, logistic regression, and artificial neural network models. Nat. Hazards 71:1 (2014), 523–547.
    • (2014) Nat. Hazards , vol.71 , Issue.1 , pp. 523-547
    • Nourani, V.1    Pradhan, B.2    Ghaffari, H.3    Sharifi, S.S.4
  • 55
    • 79951579574 scopus 로고    scopus 로고
    • Landslide susceptibility mapping on Panaon Island, Philippines using a geographic information system
    • Oh, H.-J., Lee, S., Landslide susceptibility mapping on Panaon Island, Philippines using a geographic information system. Environ. Earth Sci. 62:5 (2011), 935–951.
    • (2011) Environ. Earth Sci. , vol.62 , Issue.5 , pp. 935-951
    • Oh, H.-J.1    Lee, S.2
  • 56
    • 77954050333 scopus 로고    scopus 로고
    • Quantitative landslide susceptibility mapping at Pemalang area, Indonesia
    • Oh, H.-J., Lee, S., Soedradjat, G.M., Quantitative landslide susceptibility mapping at Pemalang area, Indonesia. Environ. Earth Sci. 60:6 (2010), 1317–1328.
    • (2010) Environ. Earth Sci. , vol.60 , Issue.6 , pp. 1317-1328
    • Oh, H.-J.1    Lee, S.2    Soedradjat, G.M.3
  • 57
    • 0038016577 scopus 로고    scopus 로고
    • Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA
    • Ohlmacher, G.C., Davis, J.C., Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA. Eng. Geol. 69:3–4 (2003), 331–343.
    • (2003) Eng. Geol. , vol.69 , Issue.3-4 , pp. 331-343
    • Ohlmacher, G.C.1    Davis, J.C.2
  • 58
    • 84877043160 scopus 로고    scopus 로고
    • A comparative study of frequency ratio, weights of evidence and logistic regression methods for landslide susceptibility mapping: Sultan Mountains, SW Turkey
    • Ozdemir, A., Altural, T., A comparative study of frequency ratio, weights of evidence and logistic regression methods for landslide susceptibility mapping: Sultan Mountains, SW Turkey. J. Asian Earth Sci. 64 (2013), 180–197.
    • (2013) J. Asian Earth Sci. , vol.64 , pp. 180-197
    • Ozdemir, A.1    Altural, T.2
  • 59
    • 84874117042 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea
    • Park, S., Choi, C., Kim, B., Kim, J., Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea. Environ. Earth Sci. 68:5 (2013), 1443–1464.
    • (2013) Environ. Earth Sci. , vol.68 , Issue.5 , pp. 1443-1464
    • Park, S.1    Choi, C.2    Kim, B.3    Kim, J.4
  • 60
    • 85016320687 scopus 로고    scopus 로고
    • Landslide susceptibility assesssment in the Uttarakhand area (India) using GIS: a comparison study of prediction capability of naïve bayes, multilayer perceptron neural networks, and functional trees methods
    • Pham, B.T., Tien Bui, D., Pourghasemi, H.R., Indra, P., Dholakia, M.B., Landslide susceptibility assesssment in the Uttarakhand area (India) using GIS: a comparison study of prediction capability of naïve bayes, multilayer perceptron neural networks, and functional trees methods. Theor. Appl. Climatol., 2015, 1–19.
    • (2015) Theor. Appl. Climatol. , pp. 1-19
    • Pham, B.T.1    Tien Bui, D.2    Pourghasemi, H.R.3    Indra, P.4    Dholakia, M.B.5
  • 61
    • 84961640970 scopus 로고    scopus 로고
    • Rotation forest fuzzy rule-based classifier ensemble for spatial prediction of landslides using GIS
    • Pham, B.T., Tien Bui, D., Prakash, I., Dholakia, M.B., Rotation forest fuzzy rule-based classifier ensemble for spatial prediction of landslides using GIS. Nat. Hazards, 2016, 1–31.
    • (2016) Nat. Hazards , pp. 1-31
    • Pham, B.T.1    Tien Bui, D.2    Prakash, I.3    Dholakia, M.B.4
  • 62
    • 77955709296 scopus 로고    scopus 로고
    • Landslide susceptibility maps comparing frequency ratio and artificial neural networks: a case study from the Nepal Himalaya
    • Poudyal, C.P., Chang, C., Oh, H.-J., Lee, S., Landslide susceptibility maps comparing frequency ratio and artificial neural networks: a case study from the Nepal Himalaya. Environ. Earth Sci. 61:5 (2010), 1049–1064.
    • (2010) Environ. Earth Sci. , vol.61 , Issue.5 , pp. 1049-1064
    • Poudyal, C.P.1    Chang, C.2    Oh, H.-J.3    Lee, S.4
  • 63
    • 84864397243 scopus 로고    scopus 로고
    • Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran
    • Pourghasemi, H.R., Pradhan, B., Gokceoglu, C., Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran. Nat. Hazards 63:2 (2012), 965–996.
    • (2012) Nat. Hazards , vol.63 , Issue.2 , pp. 965-996
    • Pourghasemi, H.R.1    Pradhan, B.2    Gokceoglu, C.3
  • 64
    • 78650613649 scopus 로고    scopus 로고
    • Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches
    • Pradhan, B., Landslide susceptibility mapping of a catchment area using frequency ratio, fuzzy logic and multivariate logistic regression approaches. J. Indian Soc. Remote Sens. 38:2 (2010), 301–320.
    • (2010) J. Indian Soc. Remote Sens. , vol.38 , Issue.2 , pp. 301-320
    • Pradhan, B.1
  • 65
    • 84870298875 scopus 로고    scopus 로고
    • A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS
    • Pradhan, B., 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 (2013), 350–365.
    • (2013) Comput. Geosci. , vol.51 , pp. 350-365
    • Pradhan, B.1
  • 66
    • 84905389720 scopus 로고    scopus 로고
    • Land subsidence susceptibility mapping at Kinta Valley (Malaysia) using the evidential belief function model in GIS
    • Pradhan, B., Abokharima, M.H., Jebur, M.N., Tehrany, M.S., Land subsidence susceptibility mapping at Kinta Valley (Malaysia) using the evidential belief function model in GIS. Nat. Hazards 73:2 (2014), 1019–1042.
    • (2014) Nat. Hazards , vol.73 , Issue.2 , pp. 1019-1042
    • Pradhan, B.1    Abokharima, M.H.2    Jebur, M.N.3    Tehrany, M.S.4
  • 67
    • 0003500248 scopus 로고
    • C4.5: Programs For Machine Learning
    • Morgan Kaufmann Publishers Inc
    • Quinlan, J.R., C4.5: Programs For Machine Learning. 1993, Morgan Kaufmann Publishers Inc.
    • (1993)
    • Quinlan, J.R.1
  • 68
    • 0001581095 scopus 로고
    • On simple adjustments to chi-square tests with sample survey data
    • Rao, J., Scott, A., On simple adjustments to chi-square tests with sample survey data. Ann. Stat., 1987, 385–397.
    • (1987) Ann. Stat. , pp. 385-397
    • Rao, J.1    Scott, A.2
  • 69
    • 84897582420 scopus 로고    scopus 로고
    • A comparison of logistic regression-based models of susceptibility to landslides in western Colorado, USA
    • Regmi, N.R., Giardino, J.R., McDonald, E.V., Vitek, J.D., A comparison of logistic regression-based models of susceptibility to landslides in western Colorado, USA. Landslides 11:2 (2014), 247–262.
    • (2014) Landslides , vol.11 , Issue.2 , pp. 247-262
    • Regmi, N.R.1    Giardino, J.R.2    McDonald, E.V.3    Vitek, J.D.4
  • 70
    • 84890832265 scopus 로고    scopus 로고
    • Landslide susceptibility mapping at central Zab basin, Iran: a comparison between analytical hierarchy process, frequency ratio and logistic regression models
    • Shahabi, H., Khezri, S., Ahmad, B.B., Hashim, M., Landslide susceptibility mapping at central Zab basin, Iran: a comparison between analytical hierarchy process, frequency ratio and logistic regression models. Catena 115 (2014), 55–70.
    • (2014) Catena , vol.115 , pp. 55-70
    • Shahabi, H.1    Khezri, S.2    Ahmad, B.B.3    Hashim, M.4
  • 71
    • 84888594918 scopus 로고    scopus 로고
    • Synergistic application of fuzzy logic and geo-informatics for landslide vulnerability zonation—a case study in Sikkim Himalayas, India
    • Sharma, L.P., Patel, N., Ghose, M.K., Debnath, P., Synergistic application of fuzzy logic and geo-informatics for landslide vulnerability zonation—a case study in Sikkim Himalayas, India. Applied Geomatics 5:4 (2013), 271–284.
    • (2013) Applied Geomatics , vol.5 , Issue.4 , pp. 271-284
    • Sharma, L.P.1    Patel, N.2    Ghose, M.K.3    Debnath, P.4
  • 72
    • 39149105985 scopus 로고    scopus 로고
    • GIS-based landslide hazard zonation: a case study from the Parwanoo area, lesser and outer Himalaya, H.P., India
    • Sharma, M., Kumar, R., GIS-based landslide hazard zonation: a case study from the Parwanoo area, lesser and outer Himalaya, H.P., India. Bull. Eng. Geol. Environ. 67:1 (2008), 129–137.
    • (2008) Bull. Eng. Geol. Environ. , vol.67 , Issue.1 , pp. 129-137
    • Sharma, M.1    Kumar, R.2
  • 73
    • 80955178875 scopus 로고    scopus 로고
    • Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression
    • Tien Bui, D., Lofman, O., Revhaug, I., Dick, O., Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression. Nat. Hazards 59:3 (2011), 1413–1444.
    • (2011) Nat. Hazards , vol.59 , Issue.3 , pp. 1413-1444
    • Tien Bui, D.1    Lofman, O.2    Revhaug, I.3    Dick, O.4
  • 74
    • 84964325453 scopus 로고    scopus 로고
    • 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
    • Tien Bui, D., Nguyen, Q.-P., Hoang, N.-D., Klempe, H., 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. Landslides, 2016, 10.1007/s10346-016-0708-4.
    • (2016) Landslides
    • Tien Bui, D.1    Nguyen, Q.-P.2    Hoang, N.-D.3    Klempe, H.4
  • 75
    • 84865535244 scopus 로고    scopus 로고
    • Landslide susceptibility assessment in the Hoa Binh province of Vietnam: a comparison of the Levenberg-Marquardt and Bayesian regularized neural networks
    • Tien Bui, D., Pradhan, B., Lofman, O., Revhaug, I., Dick, O.B., Landslide susceptibility assessment in the Hoa Binh province of Vietnam: a comparison of the Levenberg-Marquardt and Bayesian regularized neural networks. Geomorphology 171–172:0 (2012), 12–29.
    • (2012) Geomorphology , vol.171-172 , pp. 12-29
    • Tien Bui, D.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.B.5
  • 76
    • 84863487918 scopus 로고    scopus 로고
    • Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS
    • Tien Bui, D., Pradhan, B., Lofman, O., Revhaug, I., Dick, O.B., Landslide susceptibility mapping at Hoa Binh province (Vietnam) using an adaptive neuro-fuzzy inference system and GIS. Comput. Geosci. 45:0 (2012), 199–211.
    • (2012) Comput. Geosci. , vol.45 , pp. 199-211
    • Tien Bui, D.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.B.5
  • 77
    • 84874196547 scopus 로고    scopus 로고
    • Regional prediction of landslide hazard using probability analysis of intense rainfall in the Hoa Binh province, Vietnam
    • Tien Bui, D., Pradhan, B., Lofman, O., Revhaug, I., Dick, Ø.B., Regional prediction of landslide hazard using probability analysis of intense rainfall in the Hoa Binh province, Vietnam. Nat. Hazards 66:2 (2013), 707–730.
    • (2013) Nat. Hazards , vol.66 , Issue.2 , pp. 707-730
    • Tien Bui, D.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, Ø.B.5
  • 78
    • 84931283843 scopus 로고    scopus 로고
    • A comparative assessment between the application of fuzzy unordered rules induction algorithm and J48 decision tree models in spatial prediction of shallow landslides at Lang Son City, Vietnam
    • P.K. Srivastava S. Mukherjee M. Gupta T. Islam Society of Earth Scientists Series. Springer International Publishing Cham, Switzerland
    • Tien Bui, D., Pradhan, B., Revhaug, I., Trung Tran, C., A comparative assessment between the application of fuzzy unordered rules induction algorithm and J48 decision tree models in spatial prediction of shallow landslides at Lang Son City, Vietnam. Srivastava, P.K., Mukherjee, S., Gupta, M., Islam, T., (eds.) Remote Sensing Applications in Environmental Research, 2014, Society of Earth Scientists Series. Springer International Publishing, Cham, Switzerland, 87–111.
    • (2014) Remote Sensing Applications in Environmental Research , pp. 87-111
    • Tien Bui, D.1    Pradhan, B.2    Revhaug, I.3    Trung Tran, C.4
  • 79
    • 85015933888 scopus 로고    scopus 로고
    • Spatial prediction of rainfall-induced landslides for the Lao Cai area (Vietnam) using a hybrid intelligent approach of least squares support vector machines inference model and artificial bee colony optimization
    • Tien Bui, D., Tuan, T.A., Hoang, N.-D., Thanh, N.Q., Nguyen, D.B., Van Liem, N., Pradhan, B., Spatial prediction of rainfall-induced landslides for the Lao Cai area (Vietnam) using a hybrid intelligent approach of least squares support vector machines inference model and artificial bee colony optimization. Landslides, 2016, 1–12.
    • (2016) Landslides , pp. 1-12
    • Tien Bui, D.1    Tuan, T.A.2    Hoang, N.-D.3    Thanh, N.Q.4    Nguyen, D.B.5    Van Liem, N.6    Pradhan, B.7
  • 80
    • 84922353528 scopus 로고    scopus 로고
    • 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
    • Tien Bui, D., Tuan, T.A., Klempe, H., Pradhan, B., Revhaug, I., 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. Landslides 13:2 (2016), 361–378.
    • (2016) Landslides , vol.13 , Issue.2 , pp. 361-378
    • Tien Bui, D.1    Tuan, T.A.2    Klempe, H.3    Pradhan, B.4    Revhaug, I.5
  • 81
    • 84942156686 scopus 로고    scopus 로고
    • Comparison of logistic regression and random forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy)
    • Trigila, A., Iadanza, C., Esposito, C., Scarascia-Mugnozza, G., Comparison of logistic regression and random forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy). Geomorphology 249 (2015), 119–136.
    • (2015) Geomorphology , vol.249 , pp. 119-136
    • Trigila, A.1    Iadanza, C.2    Esposito, C.3    Scarascia-Mugnozza, G.4
  • 82
    • 84973307891 scopus 로고    scopus 로고
    • Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: the influence of models complexity and training dataset size
    • Tsangaratos, P., Ilia, I., Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: the influence of models complexity and training dataset size. Catena 145 (2016), 164–179.
    • (2016) Catena , vol.145 , pp. 164-179
    • Tsangaratos, P.1    Ilia, I.2
  • 83
    • 84862212238 scopus 로고    scopus 로고
    • How can statistical models help to determine driving factors of landslides?
    • Vorpahl, P., Elsenbeer, H., Märker, M., Schröder, B., How can statistical models help to determine driving factors of landslides?. Ecol. Model. 239:1 (2012), 27–39.
    • (2012) Ecol. Model. , vol.239 , Issue.1 , pp. 27-39
    • Vorpahl, P.1    Elsenbeer, H.2    Märker, M.3    Schröder, B.4
  • 84
    • 84940516919 scopus 로고    scopus 로고
    • Landslide susceptibility mapping in Mizunami City, Japan: a comparison between logistic regression, bivariate statistical analysis and multivariate adaptive regression spline models
    • Wang, L.-J., Guo, M., Sawada, K., Lin, J., Zhang, J., Landslide susceptibility mapping in Mizunami City, Japan: a comparison between logistic regression, bivariate statistical analysis and multivariate adaptive regression spline models. Catena 135 (2015), 271–282.
    • (2015) Catena , vol.135 , pp. 271-282
    • Wang, L.-J.1    Guo, M.2    Sawada, K.3    Lin, J.4    Zhang, J.5
  • 85
    • 84862817248 scopus 로고    scopus 로고
    • GIS-based support vector machine modeling of earthquake-triggered landslide susceptibility in the Jianjiang River watershed, China
    • Xu, C., Dai, F., Xu, X., Lee, Y.H., GIS-based support vector machine modeling of earthquake-triggered landslide susceptibility in the Jianjiang River watershed, China. Geomorphology 145 (2012), 70–80.
    • (2012) Geomorphology , vol.145 , pp. 70-80
    • Xu, C.1    Dai, F.2    Xu, X.3    Lee, Y.H.4
  • 86
    • 84938700127 scopus 로고    scopus 로고
    • Database and spatial distribution of landslides triggered by the Lushan, China Mw 6.6 earthquake of 20 April 2013
    • Xu, C., Xu, X., Shyu, J.B.H., Database and spatial distribution of landslides triggered by the Lushan, China Mw 6.6 earthquake of 20 April 2013. Geomorphology 248 (2015), 77–92.
    • (2015) Geomorphology , vol.248 , pp. 77-92
    • Xu, C.1    Xu, X.2    Shyu, J.B.H.3
  • 87
    • 84904124113 scopus 로고    scopus 로고
    • Landslides triggered by the 22 July 2013 Minxian–Zhangxian, China, Mw 5.9 earthquake: inventory compiling and spatial distribution analysis
    • Xu, C., Xu, X., Shyu, J.B.H., Zheng, W., Min, W., Landslides triggered by the 22 July 2013 Minxian–Zhangxian, China, Mw 5.9 earthquake: inventory compiling and spatial distribution analysis. J. Asian Earth Sci. 92 (2014), 125–142.
    • (2014) J. Asian Earth Sci. , vol.92 , pp. 125-142
    • Xu, C.1    Xu, X.2    Shyu, J.B.H.3    Zheng, W.4    Min, W.5
  • 88
    • 79952246678 scopus 로고    scopus 로고
    • 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
    • Yalcin, A., Reis, S., Aydinoglu, A.C., Yomralioglu, T., 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 85:3 (2011), 274–287.
    • (2011) Catena , vol.85 , Issue.3 , pp. 274-287
    • Yalcin, A.1    Reis, S.2    Aydinoglu, A.C.3    Yomralioglu, T.4
  • 89
    • 84960145075 scopus 로고    scopus 로고
    • Simulating California reservoir operation using the classification and regression-tree algorithm combined with a shuffled cross-validation scheme
    • Yang, T., Gao, X., Sorooshian, S., Li, X., Simulating California reservoir operation using the classification and regression-tree algorithm combined with a shuffled cross-validation scheme. Water Resour. Res. 52:3 (2016), 1626–1651.
    • (2016) Water Resour. Res. , vol.52 , Issue.3 , pp. 1626-1651
    • Yang, T.1    Gao, X.2    Sorooshian, S.3    Li, X.4
  • 90
    • 84858284742 scopus 로고    scopus 로고
    • GIS-based landslide susceptibility mapping using bivariate statistical analysis in Devrek (Zonguldak-Turkey)
    • Yilmaz, C., Topal, T., Süzen, M.L., GIS-based landslide susceptibility mapping using bivariate statistical analysis in Devrek (Zonguldak-Turkey). Environ. Earth Sci. 65:7 (2012), 2161–2178.
    • (2012) Environ. Earth Sci. , vol.65 , Issue.7 , pp. 2161-2178
    • Yilmaz, C.1    Topal, T.2    Süzen, M.L.3
  • 91
    • 77955087655 scopus 로고    scopus 로고
    • Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine
    • Yilmaz, I., Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine. Environ. Earth Sci. 61:4 (2010), 821–836.
    • (2010) Environ. Earth Sci. , vol.61 , Issue.4 , pp. 821-836
    • Yilmaz, I.1
  • 92
    • 84937523130 scopus 로고    scopus 로고
    • Landslide susceptibility mapping at Al-Hasher area, Jizan (Saudi Arabia) using GIS-based frequency ratio and index of entropy models
    • Youssef, A.M., Al-Kathery, M., Pradhan, B., Landslide susceptibility mapping at Al-Hasher area, Jizan (Saudi Arabia) using GIS-based frequency ratio and index of entropy models. Geosci. J. 19:1 (2015), 113–134.
    • (2015) Geosci. J. , vol.19 , Issue.1 , pp. 113-134
    • Youssef, A.M.1    Al-Kathery, M.2    Pradhan, B.3
  • 93
    • 84988571958 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia
    • Youssef, A.M., Pourghasemi, H.R., Pourtaghi, Z.S., Al-Katheeri, M.M., Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia. Landslides, 2015, 1–18.
    • (2015) Landslides , pp. 1-18
    • Youssef, A.M.1    Pourghasemi, H.R.2    Pourtaghi, Z.S.3    Al-Katheeri, M.M.4
  • 94
    • 84883399419 scopus 로고    scopus 로고
    • Dynamic process analysis for the initiation and movement of the Donghekou landslide-debris flow triggered by the Wenchuan earthquake
    • Zhou, J.-W., Cui, P., Yang, X.-G., Dynamic process analysis for the initiation and movement of the Donghekou landslide-debris flow triggered by the Wenchuan earthquake. J. Asian Earth Sci. 76 (2013), 70–84.
    • (2013) J. Asian Earth Sci. , vol.76 , pp. 70-84
    • Zhou, J.-W.1    Cui, P.2    Yang, X.-G.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.