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Volumn 3, Issue 1, 2016, Pages

Performance of frequency ratio and logistic regression model in creating GIS based landslides susceptibility map at Lompobattang Mountain, Indonesia

Author keywords

Frequency ratio; GIS; Indonesia; Landslide susceptibility; Logistic regression; Validation

Indexed keywords


EID: 85044958162     PISSN: None     EISSN: 21978670     Source Type: Journal    
DOI: 10.1186/s40677-016-0053-x     Document Type: Article
Times cited : (190)

References (45)
  • 1
    • 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., E.A. Sezer, H.A. Nefeslioglu, C. Gokceoglu, and B. Pradhan. 2012. An easy-to-use MATLAB program (MamLand) for the assessment of landslide susceptibility using a Mamdani fuzzy algorithm. Computers and Geosciences 38: 23–34. doi:10.1016/j.cageo.2011.04.012.
    • (2012) Computers and Geosciences , vol.38 , pp. 23-34
    • Akgun, A.1    Sezer, E.A.2    Nefeslioglu, H.A.3    Gokceoglu, C.4    Pradhan, B.5
  • 2
    • 12344286175 scopus 로고    scopus 로고
    • The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan
    • Ayalew, L., and H. Yamagishi. 2005. The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan. Geomorphology Science Direct 65: 15–31.
    • (2005) Geomorphology Science Direct , vol.65 , pp. 15-31
    • Ayalew, L.1    Yamagishi, H.2
  • 4
    • 73549087840 scopus 로고    scopus 로고
    • GIS-based logistic regression for landslide susceptibility mapping of the Zhongxian segment in the Three Gorges area, China
    • Bai, S.-B., J. Wang, G.-N. Lu, P.-G. Zhou, S.-S. Hou, and S.-N. Xu. 2010. GIS-based logistic regression for landslide susceptibility mapping of the Zhongxian segment in the Three Gorges area, China. Geomorphology 115: 23–31. doi:10.1016/j.geomorph.2009.09.025.
    • (2010) Geomorphology , vol.115 , pp. 23-31
    • Bai, S.-B.1    Wang, J.2    Lu, G.-N.3    Zhou, P.-G.4    Hou, S.-S.5    Xu, S.-N.6
  • 5
    • 85065927347 scopus 로고    scopus 로고
    • Makassar, Indonesia: BPDAS Jeneberang Walanae. Tahun 2014
    • Balai Pengelolaan Daerah Aliran Sungai Jeneberang Walanae. 2014. Laporan Penetapan Klasifikasi Daerah Aliran Sungai Wilayah Kerja. Makassar, Indonesia: BPDAS Jeneberang Walanae. Tahun 2014.
    • (2014) Laporan Penetapan Klasifikasi Daerah Aliran Sungai Wilayah Kerja
  • 6
    • 84930089504 scopus 로고    scopus 로고
    • A systematic review of landslide probability mapping using logistic regression
    • Budimir, M.E., P.M. Atkinson, and H.G. Lewis. 2015. A systematic review of landslide probability mapping using logistic regression. Landslides 12: 419–436. doi:10.1007/s10346-014-0550-5.
    • (2015) Landslides , vol.12 , pp. 419-436
    • Budimir, M.E.1    Atkinson, P.M.2    Lewis, H.G.3
  • 7
    • 84860323200 scopus 로고    scopus 로고
    • Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): A comparative assessment of the efficacy of evidential belief functions and fuzzy logic models
    • Bui, D.T., B. Pradhan, O. Lofman, I. Revhaug, and O.B. Dick. 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: 28–40. doi:10.1016/j.catena.2012.04.001.
    • (2012) Catena , vol.96 , pp. 28-40
    • Bui, D.T.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.B.5
  • 8
    • 28744433717 scopus 로고    scopus 로고
    • Susceptibility assessments of shallow earthflows triggered by heavy rainfall at three catchments by logistic regression analyses
    • Can, T., H.A. Nefeslioglu, C. Gokceoglu, H. Sonmez, and T.Y. Duman. 2005. Susceptibility assessments of shallow earthflows triggered by heavy rainfall at three catchments by logistic regression analyses. Geomorphology 72: 250–271. doi:10.1016/j.geomorph.2005.05.011.
    • (2005) Geomorphology , vol.72 , pp. 250-271
    • Can, T.1    Nefeslioglu, H.A.2    Gokceoglu, C.3    Sonmez, H.4    Duman, T.Y.5
  • 9
    • 78649330099 scopus 로고    scopus 로고
    • Comparing predictive capability of statistical and deterministic methods for landslide susceptibility mapping: a case study in the northern Apennines (Reggio Emilia Province, Italy)
    • Cervi, F., M. Berti, L. Borgatti, F. Ronchetti, F. Manenti, and A. Corsini. 2010. Comparing predictive capability of statistical and deterministic methods for landslide susceptibility mapping: a case study in the northern Apennines (Reggio Emilia Province, Italy). Landslides 7: 433–444. doi:10.1007/s10346-010-0207-y.
    • (2010) Landslides , vol.7 , pp. 433-444
    • Cervi, F.1    Berti, M.2    Borgatti, L.3    Ronchetti, F.4    Manenti, F.5    Corsini, A.6
  • 11
    • 29144495932 scopus 로고    scopus 로고
    • Regional bias of landslide data in generating susceptibility maps; Case of Hong Kong Island
    • Chau, K.T., and J.E. Chan. 2005. Regional bias of landslide data in generating susceptibility maps; Case of Hong Kong Island. Landslides 2: 280–290.
    • (2005) Landslides , vol.2 , pp. 280-290
    • Chau, K.T.1    Chan, J.E.2
  • 12
    • 0742288013 scopus 로고    scopus 로고
    • Validation of Spatial Prediction Models for Landslide Hazard Mapping
    • Chung, C.J., and A.G. Fabbri. 2003. Validation of Spatial Prediction Models for Landslide Hazard Mapping. Natural Hazards 30: 451–472.
    • (2003) Natural Hazards , vol.30 , pp. 451-472
    • Chung, C.J.1    Fabbri, A.G.2
  • 13
    • 23844436667 scopus 로고    scopus 로고
    • Logistic regression modelling of storm-induced shallow landsliding in time and space on natural terrain of Lantau Island, Hong Kong
    • Dai, F.C., C.F. Lee, L.G. Tham, K.C. Ng, and W.L. Shum. 2004. Logistic regression modelling of storm-induced shallow landsliding in time and space on natural terrain of Lantau Island, Hong Kong. Bulletin of Engineering Geology and the Environment 63: 315–327. doi:10.1007/s10064-004-0245-6.
    • (2004) Bulletin of Engineering Geology and the Environment , vol.63 , pp. 315-327
    • Dai, F.C.1    Lee, C.F.2    Tham, L.G.3    Ng, K.C.4    Shum, W.L.5
  • 14
    • 0036134698 scopus 로고    scopus 로고
    • Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong
    • Dai, F., and C. Lee. 2002. Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 42: 213–228.
    • (2002) Geomorphology , vol.42 , pp. 213-228
    • Dai, F.1    Lee, C.2
  • 15
    • 84894570463 scopus 로고    scopus 로고
    • Landslide susceptibility mapping by frequency ratio and logistic regression methods: an example from Niksar–Resadiye
    • Demir, G., M. Aytekin, and A. Akgun. 2015. Landslide susceptibility mapping by frequency ratio and logistic regression methods: an example from Niksar–Resadiye. Arabian Journal of Geosciences 8: 1801–1812. doi:10.1007/s12517-014-1332-z.
    • (2015) Arabian Journal of Geosciences , vol.8 , pp. 1801-1812
    • Demir, G.1    Aytekin, M.2    Akgun, A.3
  • 16
    • 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., M. Aytekin, A. Akgun, S.B. Ikizler, and O. Tatar. 2013. 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. Natural Hazards 65: 1481–1506. doi:10.1007/s11069-012-0418-8.
    • (2013) Natural Hazards , vol.65 , pp. 1481-1506
    • Demir, G.1    Aytekin, M.2    Akgun, A.3    Ikizler, S.B.4    Tatar, O.5
  • 17
    • 77955271782 scopus 로고    scopus 로고
    • Combining spatial data in landslide reactivation susceptibility mapping: A likelihood ratio-based approach in W Belgium
    • Dewitte, O., C.-J. Chung, Y. Cornet, M. Daoudi, and A. Demoulin. 2010. Combining spatial data in landslide reactivation susceptibility mapping: A likelihood ratio-based approach in W Belgium. Geomorphology 122: 153–166. doi:10.1016/j.geomorph.2010.06.010.
    • (2010) Geomorphology , vol.122 , pp. 153-166
    • Dewitte, O.1    Chung, C.-J.2    Cornet, Y.3    Daoudi, M.4    Demoulin, A.5
  • 18
    • 85065928465 scopus 로고    scopus 로고
    • Indonesia, Acessed 9 Dec 2015
    • Direktorat Cipta Karya Kementerian PUPERA. 2006. Indonesia. http://ciptakarya.pu.go.id/dok/banjir_sulsel/index.htm. Acessed 9 Dec 2015.
    • (2006)
  • 19
    • 14844322351 scopus 로고    scopus 로고
    • Artificial Neural Networks applied to landslide susceptibility assessment
    • Ermini, L., F. Catani, and N. Casagl. 2005. Artificial Neural Networks applied to landslide susceptibility assessment. Geomorphology 66: 327–343.
    • (2005) Geomorphology , vol.66 , pp. 327-343
    • Ermini, L.1    Catani, F.2    Casagl, N.3
  • 20
    • 33645973551 scopus 로고    scopus 로고
    • Spatial prediction of landslide hazard using logistic regression and ROC analysis
    • Gorsevski, P.V., P.E. Gessler, R.B. Foltz, and W.J. Elliot. 2006. Spatial prediction of landslide hazard using logistic regression and ROC analysis. Transactions in GIS 10(3): 395–415.
    • (2006) Transactions in GIS , vol.10 , Issue.3 , pp. 395-415
    • Gorsevski, P.V.1    Gessler, P.E.2    Foltz, R.B.3    Elliot, W.J.4
  • 22
    • 84881449267 scopus 로고    scopus 로고
    • Landslide vulnerability mapping using frequency ratio model: a geospatial approach in Bodi-Bodimettu Ghat section, Theni district, Tamil Nadu, India
    • Kannan, M., E. Saranathan, and R. Anabalagan. 2013. Landslide vulnerability mapping using frequency ratio model: a geospatial approach in Bodi-Bodimettu Ghat section, Theni district, Tamil Nadu, India. Arabian Journal of Geosciences 6: 2901–2913. doi:10.1007/s12517-012-0587-5.
    • (2013) Arabian Journal of Geosciences , vol.6 , pp. 2901-2913
    • Kannan, M.1    Saranathan, E.2    Anabalagan, R.3
  • 23
    • 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., M. Arora, S. Sarka, and R. Gupta. 2006. A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas. Engineering Geology 85: 347–366.
    • (2006) Engineering Geology , vol.85 , pp. 347-366
    • Kanungo, D.1    Arora, M.2    Sarka, S.3    Gupta, R.4
  • 24
    • 27944481298 scopus 로고    scopus 로고
    • Application and cross-validation of spatial logistic multiple regression for landslide susceptibility analysis
    • Lee, S. 2005. Application and cross-validation of spatial logistic multiple regression for landslide susceptibility analysis. Geosciences Journal 9(No.1): 63–71.
    • (2005) Geosciences Journal , vol.9 , Issue.1 , pp. 63-71
    • Lee, S.1
  • 25
    • 33845678462 scopus 로고    scopus 로고
    • Probabilistic landslide hazards and risk mapping on Penang Island, Malaysia
    • Lee, S., and B. Pradhan. 2006. Probabilistic landslide hazards and risk mapping on Penang Island, Malaysia. Journal of Earth System Science 115(6): 661–672.
    • (2006) Journal of Earth System Science , vol.115 , Issue.6 , pp. 661-672
    • Lee, S.1    Pradhan, B.2
  • 26
    • 33847014755 scopus 로고    scopus 로고
    • Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models
    • Lee, S., and B. Pradhan. 2007. Landslide hazard mapping at Selangor, Malaysia using frequency ratio and logistic regression models. Landslides 4: 33–41. doi:10.1007/s10346-006-0047-y.
    • (2007) Landslides , vol.4 , pp. 33-41
    • Lee, S.1    Pradhan, B.2
  • 27
    • 20444421521 scopus 로고    scopus 로고
    • Probabilistic landslide susceptibility and factor effect analysis
    • COI: 1:CAS:528:DC%2BD2MXktFGhtrk%3D
    • Lee, S., and J.A. Thalib. 2005. Probabilistic landslide susceptibility and factor effect analysis. Environmental Geology 47: 982–990.
    • (2005) Environmental Geology , vol.47 , pp. 982-990
    • Lee, S.1    Thalib, J.A.2
  • 28
    • 84977854172 scopus 로고    scopus 로고
    • Effect of Landslide Factor Combinations on the Prediction Accuracy of Landslide Susceptiblity Maps in the Blue Nile Gorge of Central Ethiopia
    • Meten, M., N.P. Bhandary, and R. Yatabe. 2015a. Effect of Landslide Factor Combinations on the Prediction Accuracy of Landslide Susceptiblity Maps in the Blue Nile Gorge of Central Ethiopia. Geoenvironmental Disaster 2: 9. doi:10.1186/s40677-015-0016-7.
    • (2015) Geoenvironmental Disaster , vol.2 , pp. 9
    • Meten, M.1    Bhandary, N.P.2    Yatabe, R.3
  • 29
    • 84947226677 scopus 로고    scopus 로고
    • GIS-based Frequency Ratio and Logistic Regreesion Modelling for Landslide Susceptibility Mapping of Debre Sina area in Central Ethiopia
    • Meten, M., Bhandary, N. P., and R. Yatabe. 2015. GIS-based Frequency Ratio and Logistic Regreesion Modelling for Landslide Susceptibility Mapping of Debre Sina area in Central Ethiopia. Journal of Mountain Science 12(6). doi:10.1007/s11629-015-3464-3.
    • (2015) Journal of Mountain Science , vol.12 , Issue.6
    • Meten, M.1    Bhandary, N.P.2    Yatabe, R.3
  • 30
    • 84893731052 scopus 로고    scopus 로고
    • Integration of statistical and heuristic approaches for landslide risk analysis: A case of volcanic mountains in West Java Province, Indonesia
    • Ngadisih, Yatabe, R., Bhandary, N. P., and R. K. Dahal. 2013. Integration of statistical and heuristic approaches for landslide risk analysis: a case of volcanic mountains in West Java Province, Indonesia. Georisk. doi:10.1080/17499518.2013.826030.
    • (2013) Georisk
    • Ngadisih, Y.1    Bhandarydahal, N.P.R.K.2
  • 31
    • 67349275595 scopus 로고    scopus 로고
    • Predictive landslide susceptibility mapping using spatial information in the Pechabun area of Thailand
    • Oh, H.J., Lee, S., Chotikasathien, W., Kim, C. H., and J. H. Kwon. 2008. Predictive landslide susceptibility mapping using spatial information in the Pechabun area of Thailand. Environmental Geology doi:10.1007/s00254-008-1342-9.
    • (2008) Environmental Geology
    • Oh, H.J.1    Lee, S.2    Chotikasathien, W.3    Kim, C.H.4    Kwon, J.H.5
  • 32
    • 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., C. Choi, B. Kim, and J. Kim. 2013. Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea. Environmental Earth Sciences 68: 1443–1464. doi:10.1007/s12665-012-1842-5.
    • (2013) Environmental Earth Sciences , vol.68 , pp. 1443-1464
    • Park, S.1    Choi, C.2    Kim, B.3    Kim, J.4
  • 33
    • 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., B. Pradhan, and C. Gokceoglu. 2012. Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran. Natural Hazards 63: 965–996. doi:10.1007/s11069-012-0217-2.
    • (2012) Natural Hazards , vol.63 , pp. 965-996
    • Pourghasemi, H.R.1    Pradhan, B.2    Gokceoglu, C.3
  • 34
    • 84868337111 scopus 로고    scopus 로고
    • GIS-Based Landslide Susceptibility Mapping Using Analytic Hierarchy Process and Artificial Neural Network in Jeju (Korea)
    • Quan, H.-C., and B.-G. Lee. 2012. GIS-Based Landslide Susceptibility Mapping Using Analytic Hierarchy Process and Artificial Neural Network in Jeju (Korea). KSCE Journal of Civil Engineering 16(7): 1258–1266.
    • (2012) KSCE Journal of Civil Engineering , vol.16 , Issue.7 , pp. 1258-1266
    • Quan, H.-C.1    Lee, B.-G.2
  • 35
    • 79960592528 scopus 로고    scopus 로고
    • GIS based landslide susceptibility mapping of Tevankarai Ar Sub-watershed, Kodaikkanal, India using binary logistic regression analysis
    • Ramani, S.E., K. Pitchaimani, and V.R. Gnanamanickam. 2011. GIS based landslide susceptibility mapping of Tevankarai Ar Sub-watershed, Kodaikkanal, India using binary logistic regression analysis. Mountain Science 8: 505–517.
    • (2011) Mountain Science , vol.8 , pp. 505-517
    • Ramani, S.E.1    Pitchaimani, K.2    Gnanamanickam, V.R.3
  • 36
    • 84864081421 scopus 로고    scopus 로고
    • Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio and analytical hierarchy methods in Rize province (NE Turkey)
    • Reis, S., A. Yalcin, M. Atasoy, R. Nisanci, T. Bayrak, M. Erduran, C. Sancar, and S. Ekercin. 2012. Remote sensing and GIS-based landslide susceptibility mapping using frequency ratio and analytical hierarchy methods in Rize province (NE Turkey). Environmental Earth Sciences 66: 2063–2073. doi:10.1007/s12665-011-1432-y.
    • (2012) Environmental Earth Sciences , vol.66 , pp. 2063-2073
    • Reis, S.1    Yalcin, A.2    Atasoy, M.3    Nisanci, R.4    Bayrak, T.5    Erduran, M.6    Sancar, C.7    Ekercin, S.8
  • 37
    • 84867230229 scopus 로고    scopus 로고
    • A GIS-based logistic regression model in rock-fall susceptibility mapping along a mountainous road: Salavat Abad case study, Kurdistan, Iran
    • Shirzadi, A., L. Saro, O.H. Joo, and K. Chapi. 2012. A GIS-based logistic regression model in rock-fall susceptibility mapping along a mountainous road: Salavat Abad case study, Kurdistan, Iran. Natural Hazards 64: 1639–1656.
    • (2012) Natural Hazards , vol.64 , pp. 1639-1656
    • Shirzadi, A.1    Saro, L.2    Joo, O.H.3    Chapi, K.4
  • 38
    • 84879578070 scopus 로고    scopus 로고
    • Landslide susceptibility mapping based on frequency ratio and logistic regression models
    • Solaimani, K., S.Z. Mousavi, and A. Kavian. 2013. Landslide susceptibility mapping based on frequency ratio and logistic regression models. Arabian Journal of Geosciences 6: 2557–2569. doi:10.1007/s12517-012-0526-5.
    • (2013) Arabian Journal of Geosciences , vol.6 , pp. 2557-2569
    • Solaimani, K.1    Mousavi, S.Z.2    Kavian, A.3
  • 39
    • 79955882437 scopus 로고    scopus 로고
    • National-scale assessment of landslide susceptibility to rank the vulnerability to failure of rock-cut slopes along expressways in Korea
    • Suh, J., Y. Choi, T.-D. Roh, H.-J. Lee, and H.-D. Park. 2011. National-scale assessment of landslide susceptibility to rank the vulnerability to failure of rock-cut slopes along expressways in Korea. Environmental Earth Sciences 63: 619–632. doi:10.1007/s12665-010-0729-6.
    • (2011) Environmental Earth Sciences , vol.63 , pp. 619-632
    • Suh, J.1    Choi, Y.2    Roh, T.-D.3    Lee, H.-J.4    Park, H.-D.5
  • 41
    • 64949132783 scopus 로고    scopus 로고
    • The large-scale landslide on the flank of caldera in South Sulawesi, Indonesia
    • Tsuchiya, S., K. Sasahara, S. Shuin, and S. Ozono. 2009. The large-scale landslide on the flank of caldera in South Sulawesi, Indonesia. Landslides 6: 83–88. doi:10.1007/s10346-009-0143-x.
    • (2009) Landslides , vol.6 , pp. 83-88
    • Tsuchiya, S.1    Sasahara, K.2    Shuin, S.3    Ozono, S.4
  • 42
    • 0031414349 scopus 로고    scopus 로고
    • Prediction of the occurrence of slope instability phenomena through GIS-based hazard zonation
    • Westen, C.J.V., N. Rengers, M.T.J. Terlien, and R. Soeters. 1997. Prediction of the occurrence of slope instability phenomena through GIS-based hazard zonation. Geologische Rundschau 86: 404–414.
    • (1997) Geologische Rundschau , vol.86 , pp. 404-414
    • Westen, C.J.V.1    Rengers, N.2    Terlien, M.T.J.3    Soeters, R.4
  • 43
    • 84881061020 scopus 로고    scopus 로고
    • Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China
    • Xu, C., X. Xu, F. Dai, Z. Wu, H. He, F. Shi, X. Wu, and S. Xu. 2013. Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China. Natural Hazards 68: 883–900. doi:10.1007/s11069-013-0661-7.
    • (2013) Natural Hazards , vol.68 , pp. 883-900
    • Xu, C.1    Xu, X.2    Dai, F.3    Wu, Z.4    He, H.5    Shi, F.6    Wu, X.7    Xu, S.8
  • 44
    • 64949164773 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: A case study from Kat landslides (Tokat—Turkey)
    • Yilmaz, I. 2009. Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: A case study from Kat landslides (Tokat—Turkey). Computers & Geosciences 35: 1125–1138. doi:10.1016/j.cageo.2008.08.007.
    • (2009) Computers & Geosciences , vol.35 , pp. 1125-1138
    • Yilmaz, I.1
  • 45
    • 76749145630 scopus 로고    scopus 로고
    • GIS based statistical and physical approaches to landslide susceptibility mapping (Sebinkarahisar, Turkey)
    • Yilmaz, I., and I. Keskin. 2009. GIS based statistical and physical approaches to landslide susceptibility mapping (Sebinkarahisar, Turkey). Bulletin of Engineering Geology and the Environment 68: 459–471. doi:10.1007/s10064-009-0188-z.
    • (2009) Bulletin of Engineering Geology and the Environment , vol.68 , pp. 459-471
    • Yilmaz, I.1    Keskin, I.2


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