메뉴 건너뛰기




Volumn 2015, Issue , 2015, Pages 179-194

Landslide susceptibility analysis and mapping using statistical multivariate techniques: Pahuatlán, Puebla, Mexico

Author keywords

Landslides; Statistical multivariate techniques; Susceptibility

Indexed keywords

DISCRIMINANT ANALYSIS; LANDSLIDES; LITHOLOGY; LOGISTIC REGRESSION; MAGNETIC SUSCEPTIBILITY; MULTIVARIANT ANALYSIS; STEREO IMAGE PROCESSING; DEBRIS;

EID: 84917707240     PISSN: 18668755     EISSN: 18668763     Source Type: Book Series    
DOI: 10.1007/978-3-319-11053-0_16     Document Type: Article
Times cited : (10)

References (47)
  • 1
    • 84882440627 scopus 로고    scopus 로고
    • A review of scale dependency in landslide hazard and risk analysis
    • T., Anderson, M.G., Crozier, M.J. (eds.) Landslide Hazard and Risk, Wiley, Chichester
    • Glade, T., Crozier, M.J.: A review of scale dependency in landslide hazard and risk analysis. In: Glade, T., Anderson, M.G., Crozier, M.J. (eds.) Landslide Hazard and Risk, pp. 75-138. Wiley, Chichester (2005)
    • (2005) In: Glade , pp. 75-138
    • Glade, T.1    Crozier, M.J.2
  • 6
    • 85028359979 scopus 로고
    • Considerazioni sulla cartografia applicata alla stabilità dei versanti
    • Bari, (March) (in Italian)
    • Carrara, A.: Considerazioni sulla cartografia applicata alla stabilità dei versanti. Seminario Sottoprogetto Fenomeni Franosi, Bari, 11 p. (March 1978) (in Italian)
    • (1978) Seminario Sottoprogetto Fenomeni Franosi
    • Carrara, A.1
  • 7
    • 55849117350 scopus 로고    scopus 로고
    • Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview
    • van Westen, C.J., Castellanos, E., Kuriakose, S.: Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview. Engineering Geology 102, 112-131 (2008)
    • (2008) Engineering Geology , vol.102 , pp. 112-131
    • van Westen, C.J.1    Castellanos, E.2    Kuriakose, S.3
  • 8
    • 0000110716 scopus 로고
    • A multivariate model for landslide hazard evaluation
    • Carrara, A.: A multivariate model for landslide hazard evaluation. Mathematical Geology 15, 403-426 (1983)
    • (1983) Mathematical Geology , vol.15 , pp. 403-426
    • Carrara, A.1
  • 10
    • 84865532585 scopus 로고    scopus 로고
    • Application of kernel-based Fisher discriminant analysis to map landslide susceptibility in the Qinggan River delta, Three Gorges, China
    • He, S., Pan, P., Dai, L., Wang, H., Liu, J.: Application of kernel-based Fisher discriminant analysis to map landslide susceptibility in the Qinggan River delta, Three Gorges, China. Geomorphology 171-172, 30-41 (2012)
    • (2012) Geomorphology , vol.171-172 , pp. 30-41
    • He, S.1    Pan, P.2    Dai, L.3    Wang, H.4    Liu, J.5
  • 11
    • 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
  • 12
    • 33747173311 scopus 로고    scopus 로고
    • Prediction of landslide susceptibility using rare events logistic regression: A case-study in the Flemish Ardennes (Belgium)
    • van Den 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 Den Eeckhaut, M.1    Vanwalleghem, T.2    Poesen, J.3    Govers, G.4    Verstraeten, G.5    Vandekerckhove, L.6
  • 13
    • 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
  • 14
    • 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.: 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 (2009)
    • (2009) Computers & Geosciences , vol.35 , pp. 1125-1138
    • Yilmaz, I.1
  • 15
    • 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., Wang, J., Lü, G.-N., Zhou, P.-G., 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(1-2), 23-31 (2010)
    • (2010) Geomorphology , vol.115 , Issue.1-2 , pp. 23-31
    • Bai, S.-B.1    Wang, J.2    Lü, G.-N.3    Zhou, P.-G.4    Hou, S.-S.5    Xu, S.-N.6
  • 16
    • 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 Himalayas (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 Himalayas (India). Geomorphology 114(4), 627-637 (2010)
    • (2010) Geomorphology , vol.114 , Issue.4 , pp. 627-637
    • Das, I.1    Sahoo, S.2    van Westen, C.3    Stein, A.4    Hack, R.5
  • 17
    • 70449726439 scopus 로고    scopus 로고
    • A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses
    • Nandi, A., Shakoor, A.: A GIS-based landslide susceptibility evaluation using bivariate and multivariate statistical analyses. Engineering Geology 110(10), 11-20 (2010)
    • (2010) Engineering Geology , vol.110 , Issue.10 , pp. 11-20
    • Nandi, A.1    Shakoor, A.2
  • 18
    • 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, 274-287 (2011)
    • (2011) CATENA , vol.85 , pp. 274-287
    • Yalcin, A.1    Reis, S.2    Aydinoglu, A.C.3    Yomralioglu, T.4
  • 19
    • 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. Engineering Geology 4, 12-23 (2012)
    • (2012) Engineering Geology , vol.4 , pp. 12-23
    • Choi, J.1    Oh, H.-J.2    Lee, H.-J.3    Lee, C.4    Lee, S.5
  • 20
    • 84861572418 scopus 로고    scopus 로고
    • Comparison of bivariate and multivariate statistical approaches in landslide susceptibility mapping at a regional scale
    • Schicker, R., Moon, V.: Comparison of bivariate and multivariate statistical approaches in landslide susceptibility mapping at a regional scale. Geomorphology 161-162, 40-57 (2012)
    • (2012) Geomorphology , vol.161-162 , pp. 40-57
    • Schicker, R.1    Moon, V.2
  • 21
    • 84862858195 scopus 로고    scopus 로고
    • Comparison of different models for susceptibility mapping of earthquake triggered landslides related with the 2008 Wenchuan earthquake in China
    • Xu, C., Xu, X., Dai, F., Saraf, A.: Comparison of different models for susceptibility mapping of earthquake triggered landslides related with the 2008 Wenchuan earthquake in China. Computers & Geosciences 46, 317-329 (2012)
    • (2012) Computers & Geosciences , vol.46 , pp. 317-329
    • Xu, C.1    Xu, X.2    Dai, F.3    Saraf, A.4
  • 22
    • 84877835260 scopus 로고    scopus 로고
    • Landslide susceptibility analysis with logistic regression model based on FCM sampling strategy
    • Wang, L.-J., Sawada, K., Moriguchi, S.: Landslide susceptibility analysis with logistic regression model based on FCM sampling strategy. Computers & Geosciences 57, 81-92 (2013)
    • (2013) Computers & Geosciences , vol.57 , pp. 81-92
    • Wang, L.-J.1    Sawada, K.2    Moriguchi, S.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.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. Engineering Geology 85, 347-366 (2006)
    • (2006) Engineering Geology , vol.85 , pp. 347-366
    • Kanungo, D.P.1    Arora, M.K.2    Sarkar, S.3    Gupta, R.P.4
  • 24
    • 38149109867 scopus 로고    scopus 로고
    • Artificial neural networks and cluster analysis in landslide susceptibility zonation
    • Melchiorre, C., Matteucci, M., Azzoni, A., Zanchi, A.: Artificial neural networks and cluster analysis in landslide susceptibility zonation. Geomorphology 94, 379-400 (2008)
    • (2008) Geomorphology , vol.94 , pp. 379-400
    • Melchiorre, C.1    Matteucci, M.2    Azzoni, A.3    Zanchi, A.4
  • 25
    • 79952622006 scopus 로고    scopus 로고
    • Evaluation of prediction capability, robustness, and sensitivity in non-linear landslide susceptibility models, Guantánamo, Cuba
    • Melchiorre, C., Castellanos-Abella, E.A., van Westen, C.J., Matteucci, M.: Evaluation of prediction capability, robustness, and sensitivity in non-linear landslide susceptibility models, Guantánamo, Cuba. Computers & Geosciences 37, 410-425 (2011)
    • (2011) Computers & Geosciences , vol.37 , pp. 410-425
    • Melchiorre, C.1    Castellanos-Abella, E.A.2    van Westen, C.J.3    Matteucci, M.4
  • 26
    • 70349847368 scopus 로고    scopus 로고
    • Landslide susceptibility mapping using geological data, a DEM from ASTER images and an Artificial Neural Network (ANN)
    • Kawabata, D., Bandibas, J.: Landslide susceptibility mapping using geological data, a DEM from ASTER images and an Artificial Neural Network (ANN). Geomorphology 113, 97-109 (2009)
    • (2009) Geomorphology , vol.113 , pp. 97-109
    • Kawabata, D.1    Bandibas, J.2
  • 27
    • 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 & Software 25, 747-759 (2010)
    • (2010) Environmental Modelling & Software , vol.25 , pp. 747-759
    • Pradhan, B.1    Lee, S.2
  • 28
    • 77955925179 scopus 로고    scopus 로고
    • A GIS-based neuro-fuzzy procedure for integrating knowledge and data in landslide susceptibility mapping
    • Vahidnia, M., Alesheikh, A., Alimohammadi, A., Hosseinali, F.: A GIS-based neuro-fuzzy procedure for integrating knowledge and data in landslide susceptibility mapping. Computers & Geosciences 36, 1101-1114 (2010)
    • (2010) Computers & Geosciences , vol.36 , pp. 1101-1114
    • Vahidnia, M.1    Alesheikh, A.2    Alimohammadi, A.3    Hosseinali, F.4
  • 29
    • 80051570616 scopus 로고    scopus 로고
    • Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area
    • Oh, H.-J., Pradhan, B.: Application of a neuro-fuzzy model to landslide-susceptibility mapping for shallow landslides in a tropical hilly area. Computers & Geosciences 37, 1264-1276 (2011)
    • (2011) Computers & Geosciences , vol.37 , pp. 1264-1276
    • Oh, H.-J.1    Pradhan, B.2
  • 30
    • 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.: Landslide susceptibility assessment in the Hoa Binh province of Vietnam: A comparison of the Levenberg- Marquardt and Bayesian regularized neural networks. Geomorphology 171-172, 12-29 (2012)
    • (2012) Geomorphology , vol.171-172 , pp. 12-29
    • Tien Bui, D.1    Pradhan, B.2    Lofman, O.3    Revhaug, I.4    Dick, O.5
  • 31
    • 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. Computers & Geosciences 51, 350-365 (2013)
    • (2013) Computers & Geosciences , vol.51 , pp. 350-365
    • Pradhan, B.1
  • 32
    • 55749106215 scopus 로고    scopus 로고
    • Guidelines for landslide susceptibility, hazard and risk zoning for land use planning
    • Fell, R., Corominas, J., Bonnard, C., Cascini, L., Leroi, E., Savage, W.: Guidelines for landslide susceptibility, hazard and risk zoning for land use planning. Engineering Geology 102, 85-98 (2008)
    • (2008) Engineering Geology , vol.102 , pp. 85-98
    • Fell, R.1    Corominas, J.2    Bonnard, C.3    Cascini, L.4    Leroi, E.5    Savage, W.6
  • 33
    • 75849134535 scopus 로고    scopus 로고
    • Techniques for evaluating the performance of landslide susceptibility models
    • Frattini, P., Crosta, G., Carrara, A.: Techniques for evaluating the performance of landslide susceptibility models. Engineering Geology 111, 62-72 (2010)
    • (2010) Engineering Geology , vol.111 , pp. 62-72
    • Frattini, P.1    Crosta, G.2    Carrara, A.3
  • 36
    • 2942614902 scopus 로고    scopus 로고
    • Hazard assessment of rainfall induced landsliding in Mexico
    • Alcántara Ayala, I.: Hazard assessment of rainfall induced landsliding in Mexico. Geomorphology 61, 19-40 (2004)
    • (2004) Geomorphology , vol.61 , pp. 19-40
    • Alcántara Ayala, I.1
  • 37
    • 0029751054 scopus 로고    scopus 로고
    • The nature, use and problems of historical archives for the temporal occurrence of landslides, with specific reference to the south coast of Britain, Ventnor, Isle of Wight
    • Ibsen, M.-L., Brunsden, D.: The nature, use and problems of historical archives for the temporal occurrence of landslides, with specific reference to the south coast of Britain, Ventnor, Isle of Wight. Geomorphology 15, 241-258 (1996)
    • (1996) Geomorphology , vol.15 , pp. 241-258
    • Ibsen, M.-L.1    Brunsden, D.2
  • 38
    • 0033390113 scopus 로고    scopus 로고
    • Classic and new dating methods for assessing the temporal occurrence of mass movements
    • Lang, A., Moya, J., Corominas, J., Schrott, L., Dikau, R.: Classic and new dating methods for assessing the temporal occurrence of mass movements. Geomorphology 30(1-2), 33-52 (1999)
    • (1999) Geomorphology , vol.30 , Issue.1-2 , pp. 33-52
    • Lang, A.1    Moya, J.2    Corominas, J.3    Schrott, L.4    Dikau, R.5
  • 42
    • 84907095419 scopus 로고    scopus 로고
    • R: A Language and Environment for Statistical Computing
    • Vienna
    • R Core Team: R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna (2013), http://www.R-project.org
    • (2013) R Foundation for Statistical Computing
  • 44
    • 84892761403 scopus 로고    scopus 로고
    • Landslide susceptibility modeling with generalized additive models - facing the heterogeneity of large regions
    • Eberhardt, E., Froese, C., Turner, A.K., Leroueil, S. (eds.) Taylor & Francis, Banff
    • Petschko, H., Bell, R., Glade, T., Brenning, A.: Landslide susceptibility modeling with generalized additive models - facing the heterogeneity of large regions. In: Eberhardt, E., Froese, C., Turner, A.K., Leroueil, S. (eds.) Landslides and Engineered Slopes: Protecting Society through Improved Understanding, pp. 769-775. Taylor & Francis, Banff (2012)
    • (2012) Landslides and Engineered Slopes: Protecting Society through Improved Understanding , pp. 769-775
    • Petschko, H.1    Bell, R.2    Glade, T.3    Brenning, A.4
  • 45
    • 33748910254 scopus 로고    scopus 로고
    • Spatially and temporally distributed modeling of landslide susceptibility
    • Gorsevski, P., Gessler, P., Boll, J., Elliot, W., Foltz, R.: Spatially and temporally distributed modeling of landslide susceptibility. Geomorphology 80, 178-198 (2006)
    • (2006) Geomorphology , vol.80 , pp. 178-198
    • Gorsevski, P.1    Gessler, P.2    Boll, J.3    Elliot, W.4    Foltz, R.5
  • 46
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • Hanley, J.A., McNeil, B.J.: The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143(1), 29-36 (1982)
    • (1982) Radiology , vol.143 , Issue.1 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 47
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike, H.: A new look at the statistical model identification. IEEE Transactions on Automatic Control 19(6), 716-723 (1974)
    • (1974) IEEE Transactions on Automatic Control , vol.19 , Issue.6 , pp. 716-723
    • Akaike, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.