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Volumn 1730, Issue , 2016, Pages

Logistic regression and artificial neural network models for mapping of regional-scale landslide susceptibility in volcanic mountains of West Java (Indonesia)

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EID: 84984538650     PISSN: 0094243X     EISSN: 15517616     Source Type: Conference Proceeding    
DOI: 10.1063/1.4947407     Document Type: Conference Paper
Times cited : (13)

References (34)
  • 2
    • 40649084527 scopus 로고    scopus 로고
    • An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps
    • Nefeslioglu, H.A., Gokceoglu, C., Sonmez, H.: An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps, Engineering Geology, 97, 171-191, 2008.
    • (2008) Engineering Geology , vol.97 , pp. 171-191
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3
  • 4
    • 77956171071 scopus 로고    scopus 로고
    • Landslide hazard and risk assessment and their application in risk management and landuse planning in eastern flank of Menoreh Mountains, Yogyakarta Province, Indonesia
    • Hadmoko, D.S., Lavigne, F., Sartohadi, J., Hadi, P., Winaryo: Landslide hazard and risk assessment and their application in risk management and landuse planning in eastern flank of Menoreh Mountains, Yogyakarta Province, Indonesia, Natural Hazard, 54, 623-642, 2010.
    • (2010) Natural Hazard , vol.54 , pp. 623-642
    • Hadmoko, D.S.1    Lavigne, F.2    Sartohadi, J.3    Hadi, P.4    Winaryo5
  • 6
    • 77954050333 scopus 로고    scopus 로고
    • Quantitative landslide susceptibility mapping in Pemalang area, Indonesia
    • Oh, H.-J., Lee, S., Soedradjat, G.M.: Quantitative landslide susceptibility mapping in Pemalang area, Indonesia, Environmental Earth Science, 60, 1317-1328, 2010.
    • (2010) Environmental Earth Science , vol.60 , pp. 1317-1328
    • Oh, H.-J.1    Lee, S.2    Soedradjat, G.M.3
  • 7
    • 84893731052 scopus 로고    scopus 로고
    • Integration of statistical and heuristic approaches for landslide risk analysis: A case of volcanic mountains in West Java Province
    • Ngadisih, Ryuichi Yatabe, Netra P. Bhandary, Ranjan K. Dahal: Integration of statistical and heuristic approaches for landslide risk analysis: a case of volcanic mountains in West Java Province, Indoneis, Georisk, 8 (1), 29-47. 2014
    • (2014) Indoneis, Georisk , vol.8 , Issue.1 , pp. 29-47
    • Ngadisih, R.Y.1    Bhandary, N.P.2    Dahal, R.K.3
  • 8
    • 56249098302 scopus 로고    scopus 로고
    • A review of assessing landslide frequency for hazard zoning purposes
    • Corominas, J., Moya, J.: A review of assessing landslide frequency for hazard zoning purposes, Engineering Geology, 102, 193-213, 2008.
    • (2008) Engineering Geology , vol.102 , pp. 193-213
    • Corominas, J.1    Moya, J.2
  • 9
    • 35348961950 scopus 로고    scopus 로고
    • GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): Comparison of results and confirmations
    • Yalcin, A.: GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): Comparison of results and confirmations, Catena, 72, 1-12, 2008.
    • (2008) Catena , vol.72 , pp. 1-12
    • Yalcin, A.1
  • 10
    • 21044454864 scopus 로고    scopus 로고
    • Landslide susceptibility mapping: A comparison of logistic regression and neural networks methods in a medium scale study, Hendek region (Turkey)
    • Yesilnacar, E., Topal, T.: Landslide susceptibility mapping: A comparison of logistic regression and neural networks methods in a medium scale study, Hendek region (Turkey), Engineering Geology, 79, 251-266, 2005.
    • (2005) Engineering Geology , vol.79 , pp. 251-266
    • Yesilnacar, E.1    Topal, T.2
  • 11
    • 0345566244 scopus 로고    scopus 로고
    • Landslide susceptibility analysis using GIS and artificial neural network
    • Lee, S., Ryu, J.-H., Min, K., Won, J.-S.: Landslide susceptibility analysis using GIS and artificial neural network, Earth Surface Process and Landforms, 28, 1361-1376, 2003.
    • (2003) Earth Surface Process and Landforms , vol.28 , pp. 1361-1376
    • Lee, S.1    Ryu, J.-H.2    Min, K.3    Won, J.-S.4
  • 12
    • 1642505737 scopus 로고    scopus 로고
    • Determination and application of the weights for landslide susceptibility mapping using an artificial neural network
    • Lee, S., Ryu, J.-H., Won, J.-S., Park, H.-J.: Determination and application of the weights for landslide susceptibility mapping using an artificial neural network, Engineering Geology, 71, 289-302, 2004.
    • (2004) Engineering Geology , vol.71 , pp. 289-302
    • Lee, S.1    Ryu, J.-H.2    Won, J.-S.3    Park, H.-J.4
  • 13
    • 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, Landslide, 4, 327-338, 2007.
    • (2007) Landslide , vol.4 , pp. 327-338
    • Lee, S.1    Ryu, J.-H.2    Kim, I.-S.3
  • 14
    • 30844473280 scopus 로고    scopus 로고
    • Landslide susceptibility assessment of SE Bartin (West Black Sea region, Turkey) by artificial neural networks
    • Ercanoglu, M.: Landslide susceptibility assessment of SE Bartin (West Black Sea region, Turkey) by artificial neural networks, Natural Hazard and Earth Sciences, 5, 979-992, 2005.
    • (2005) Natural Hazard and Earth Sciences , vol.5 , pp. 979-992
    • Ercanoglu, M.1
  • 15
    • 14844322351 scopus 로고    scopus 로고
    • Artificial neural networks applied to landslide susceptibility
    • Ermini, L., Catani, F., Casagli, N.: Artificial neural networks applied to landslide susceptibility, Geomorphology, 66, 327-343, 2005.
    • (2005) Geomorphology , vol.66 , pp. 327-343
    • Ermini, L.1    Catani, F.2    Casagli, N.3
  • 16
    • 84855187648 scopus 로고    scopus 로고
    • Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial networks models using ASTER images and GIS
    • Choi, J., Oh, H.-J., Lee, C., Lee, S.: Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial networks models using ASTER images and GIS, Engineering Geology, 124, 12-23, 2012.
    • (2012) Engineering Geology , vol.124 , pp. 12-23
    • Choi, J.1    Oh, H.-J.2    Lee, C.3    Lee, S.4
  • 17
    • 0003508724 scopus 로고    scopus 로고
    • second edition. John Wiley & Sons, Inc, United States of America
    • Hosmer, D.W., Lemeshow, S.: Applied logistic regression: second edition. John Wiley & Sons, Inc, United States of America, 2002.
    • (2002) Applied Logistic Regression
    • Hosmer, D.W.1    Lemeshow, S.2
  • 21
    • 28744433717 scopus 로고    scopus 로고
    • Susceptibility assessment of shallow earthflows triggered heavy rainfall at three catchments by logistic regression analyses
    • Can, T., Hakan, A., Nefeslioglu, Gokceoglu, C., Sonmez, H., Dumam, T.Y.: Susceptibility assessment of shallow earthflows triggered heavy rainfall at three catchments by logistic regression analyses, Geomorphology 72, 250-271, 2005.
    • (2005) Geomorphology , vol.72 , pp. 250-271
    • Can, T.1    Hakan, A.2    Nefeslioglu3    Gokceoglu, C.4    Sonmez, H.5    Dumam, T.Y.6
  • 22
    • 70649106887 scopus 로고    scopus 로고
    • Landslide susceptibility assessment using logistic regression and its comparison with a rock mass classification system, along a road section in the Northern Himalaya (India)
    • Das, I., Sahoo, S., Van Westen, C., Stein, A., Hack, R.: Landslide susceptibility assessment using logistic regression and its comparison with a rock mass classification system, along a road section in the Northern Himalaya (India), Geomorphology, 114, 627-637, 2010.
    • (2010) Geomorphology , vol.114 , pp. 627-637
    • Das, I.1    Sahoo, S.2    Van Westen, C.3    Stein, A.4    Hack, R.5
  • 23
    • 70449726439 scopus 로고    scopus 로고
    • A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses
    • Nandi, A., and Shakoor, A.: A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses, Engineering Geology, 110, 11-20, 2009.
    • (2009) Engineering Geology , vol.110 , pp. 11-20
    • Nandi, A.1    Shakoor, A.2
  • 24
    • 76749088419 scopus 로고    scopus 로고
    • Landslide susceptibility assessment and factor effect analysis: Backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling
    • Pradhan, B., Lee, S.: Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling, Environmental Modelling and Software, 25, 747-759, 2010.
    • (2010) Environmental Modelling and Software , vol.25 , pp. 747-759
    • Pradhan, B.1    Lee, S.2
  • 25
    • 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., Wong, J., Lu, G-N., Zhou, P., Hou, S-S., Xu, S-N.: GIS-based logistic regression for landslide susceptibility mapping of the Zhongxian segment in the three Gorges area, China, Geomorphology 115, 23-31, 2010.
    • (2010) Geomorphology , vol.115 , pp. 23-31
    • Bai, S.-B.1    Wong, J.2    Lu, G.-N.3    Zhou, P.4    Hou, S.-S.5    Xu, S.-N.6
  • 26
    • 33747173311 scopus 로고    scopus 로고
    • Prediction of landslide susceptibility using rare events logistic regression: A case-study in the Flemish Ardennes (Belgium)
    • Van de Eeckhaut, M., Vanwalleghem, T., Poesen, J., Govers, G., Verstraeten, G., Vandekerckhove, L.: Prediction of landslide susceptibility using rare events logistic regression: A case-study in the Flemish Ardennes (Belgium), Geomorphology, 76, 392-410, 2006.
    • (2006) Geomorphology , vol.76 , pp. 392-410
    • Van De Eeckhaut, M.1    Vanwalleghem, T.2    Poesen, J.3    Govers, G.4    Verstraeten, G.5    Vandekerckhove, L.6
  • 27
    • 33845901828 scopus 로고    scopus 로고
    • GIS-based logistic regression method for landslide susceptibility mapping in regional scale
    • Zhu , L., Jing-Feng, H.: GIS-based logistic regression method for landslide susceptibility mapping in regional scale, Zhejiang University Science A, 7(12), 2007-2017, 2006.
    • (2006) Zhejiang University Science A , vol.7 , Issue.12 , pp. 2007-2017
    • Zhu, L.1    Jing-Feng, H.2
  • 28
    • 61349138155 scopus 로고    scopus 로고
    • Neural network based model for assessing failure potential of highway slopes in the Alishan, Taiwan Area: Pre-and post-earthquake investigation
    • Lin, H-M., Chang, S.-K, Wu, J.-H, Juang, H., Neural network based model for assessing failure potential of highway slopes in the Alishan, Taiwan Area: Pre-and post-earthquake investigation, Engineering Geology, 104, 280-289, 2009.
    • (2009) Engineering Geology , vol.104 , pp. 280-289
    • Lin, H.-M.1    Chang, S.-K.2    Wu, J.-H.3    Juang, H.4
  • 29
    • 77952010906 scopus 로고    scopus 로고
    • A GIS-based back-propagation neural network model and its crossapplication and validation for landslide susceptibility analyses
    • Pradhan, B., Lee, S., Buchroithner, M.F.: A GIS-based back-propagation neural network model and its crossapplication and validation for landslide susceptibility analyses, Computer, Environmental and Urban Systems, 34, 216-235, 2010.
    • (2010) Computer, Environmental and Urban Systems , vol.34 , pp. 216-235
    • Pradhan, B.1    Lee, S.2    Buchroithner, M.F.3
  • 30
    • 64949164773 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: A case study from Kat landslide (Tokat Turkey)
    • Yilmaz, I.: Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslide (Tokat Turkey), Computer and Geosciences, 35, 1125-1138, 2009.
    • (2009) Computer and Geosciences , vol.35 , pp. 1125-1138
    • Yilmaz, I.1
  • 31
    • 70350074037 scopus 로고    scopus 로고
    • Landslide risk analysis using artificial neural network model focusing on different training sites
    • Pradhan, B., Lee, S.: Landslide risk analysis using artificial neural network model focusing on different training sites, Physical Sciences, 4(1), 001-015, 2009.
    • (2009) Physical Sciences , vol.4 , Issue.1 , pp. 001-015
    • Pradhan, B.1    Lee, S.2
  • 32
    • 79960592528 scopus 로고    scopus 로고
    • GIS based-landslide susceptibility mapping of Tevankarai Ar Sub-watershed, Kodaikhanal, India using binary logistic regression analysis
    • Ramani, S.E., Pitchaimani, K., Gnanamanickam, V.R.: GIS based-landslide susceptibility mapping of Tevankarai Ar Sub-watershed, Kodaikhanal, India using binary logistic regression analysis, Mountain Science, 8, 505-517, 2011.
    • (2011) Mountain Science , vol.8 , pp. 505-517
    • Ramani, S.E.1    Pitchaimani, K.2    Gnanamanickam, V.R.3
  • 33
    • 38349085101 scopus 로고    scopus 로고
    • Landslide susceptibility analysis with a heuristic approach in the Eastern Alpn (Vorarlerg, Austria)
    • Ruff, M., Czurda, K.: Landslide susceptibility analysis with a heuristic approach in the Eastern Alpn (Vorarlerg, Austria), Geomorphology, 94, 314-324, 2008.
    • (2008) Geomorphology , vol.94 , pp. 314-324
    • Ruff, M.1    Czurda, K.2
  • 34
    • 0030446895 scopus 로고    scopus 로고
    • An approach towards deterministic landslide hazard analysis in GIS: A case study from Manizales (Colombia)
    • Van Westen, C.J., Terlien, T.J.: An approach towards deterministic landslide hazard analysis in GIS: A case study from Manizales (Colombia), Earth Surf Proc Landforms, 21, 853-868, 1996.
    • (1996) Earth Surf Proc Landforms , vol.21 , pp. 853-868
    • Van Westen, C.J.1    Terlien, T.J.2


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