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Volumn 61, Issue 3, 2010, Pages 507-523

Validation and evaluation of two multivariate statistical models for predictive shallow landslide susceptibility mapping of the Eastern Pyrenees (Spain)

Author keywords

Discriminant analysis; Logistic regression; Shallow landslides; Susceptibility evaluation; Validation

Indexed keywords

CONTRIBUTING AREAS; CORRELATION FUNCTION; CUT-OFF VALUE; DIGITAL ELEVATION MODEL; DISCRIMINANT MODELS; END USERS; EXPLANATORY VARIABLES; GEOGRAPHICAL INFORMATION SYSTEM; K-S TEST; LANDSLIDE SUSCEPTIBILITY; LOGISTIC MODELS; LOGISTIC REGRESSIONS; MULTIVARIATE STATISTICAL MODELS; PRINCIPAL COMPONENTS; PYRENEES; RECEIVER OPERATING CHARACTERISTIC CURVES; RIGOROUS METHODOLOGIES; SHALLOW LANDSLIDE; SHALLOW LANDSLIDES; SHALLOW LANDSLIDES SUSCEPTIBILITY; STABLE ZONE; STATISTICAL MODELS; STUDY AREAS; SUSCEPTIBILITY MAPS;

EID: 77954526460     PISSN: 18666280     EISSN: 18666299     Source Type: Journal    
DOI: 10.1007/s12665-009-0361-5     Document Type: Article
Times cited : (31)

References (55)
  • 1
    • 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, Yamagishi H (2005) The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan. Geomorphology 65: 15-31.
    • (2005) Geomorphology , vol.65 , pp. 15-31
    • Ayalew, L.1    Yamagishi, H.2
  • 2
    • 0035504117 scopus 로고    scopus 로고
    • Assessment of shallow landslide susceptibility by means of multivariate statistical techniques
    • Baeza C, Corominas J (2001) Assessment of shallow landslide susceptibility by means of multivariate statistical techniques. Earth Surf Proc Land 26: 1251-1263.
    • (2001) Earth Surf Proc Land , vol.26 , pp. 1251-1263
    • Baeza, C.1    Corominas, J.2
  • 3
    • 32344452779 scopus 로고    scopus 로고
    • Validation and evaluation of predictive models in hazard assessment and risk management
    • Beguería S (2006) Validation and evaluation of predictive models in hazard assessment and risk management. Nat Hazards 37: 315-329.
    • (2006) Nat Hazards , vol.37 , pp. 315-329
    • Beguería, S.1
  • 4
    • 30844446670 scopus 로고    scopus 로고
    • Spatial prediction models for landslide hazards: Review, comparison and evaluation
    • Brenning A (2005) Spatial prediction models for landslide hazards: review, comparison and evaluation. Nat Hazards Earth Syst Sci 5: 853-862.
    • (2005) Nat Hazards Earth Syst Sci , vol.5 , pp. 853-862
    • Brenning, A.1
  • 5
    • 28744433717 scopus 로고    scopus 로고
    • Susceptibility assessment of shallow earthflows triggered by heavy rainfall at three catchments by logistic regression analysis
    • Can T, Nefeslioglu H, Gokceoglu C, Sonmez H, Duman T (2005) Susceptibility assessment of shallow earthflows triggered by heavy rainfall at three catchments by logistic regression analysis. Geomorphology 72: 250-271.
    • (2005) Geomorphology , vol.72 , pp. 250-271
    • Can, T.1    Nefeslioglu, H.2    Gokceoglu, C.3    Sonmez, H.4    Duman, T.5
  • 6
    • 77954475417 scopus 로고    scopus 로고
    • Carrara A, Cardinali M, Guzzetti F, Reichenbach P (1995) GIS technology in mapping landslide hazard. In: Carrara A, Guzzetti F (eds) Geographical information systems in assessing natural hazards. pp 135-175.
  • 7
    • 0141992668 scopus 로고    scopus 로고
    • Geomorphological and historical data in assessing landslide hazard
    • Carrara A, Crosta GB, Frattini P (2003) Geomorphological and historical data in assessing landslide hazard. Earth Surf Proc Land 28(10): 1125-1142.
    • (2003) Earth Surf Proc Land , vol.28 , Issue.10 , pp. 1125-1142
    • Carrara, A.1    Crosta, G.B.2    Frattini, P.3
  • 8
    • 38149036565 scopus 로고    scopus 로고
    • Comparing models of debris-flow susceptibility in the alpine environment
    • Carrara A, Crosta GB, Frattini P (2008) Comparing models of debris-flow susceptibility in the alpine environment. Geomorphology 94: 353-378.
    • (2008) Geomorphology , vol.94 , pp. 353-378
    • Carrara, A.1    Crosta, G.B.2    Frattini, P.3
  • 9
    • 0027878572 scopus 로고
    • The representation of geoscience information for data integration
    • Chung C, Fabbri A (1993) The representation of geoscience information for data integration. Nonrenew Resour 2(2): 122-139.
    • (1993) Nonrenew Resour , vol.2 , Issue.2 , pp. 122-139
    • Chung, C.1    Fabbri, A.2
  • 10
    • 0032736758 scopus 로고    scopus 로고
    • Probabilistic prediction models for landslide hazard mapping
    • Chung CF, Fabbri AG (1999) Probabilistic prediction models for landslide hazard mapping. Photogram Eng Remote Sens 65(12): 1389-1399.
    • (1999) Photogram Eng Remote Sens , vol.65 , Issue.12 , pp. 1389-1399
    • Chung, C.F.1    Fabbri, A.G.2
  • 12
    • 77954502518 scopus 로고    scopus 로고
    • Corominas J, Baeza C, Salueña I (1992) The influence of geometrical slope characteristics and land use on the development of shallow landslides. In: Proceedings of the 6th International Symposium on Landslides, pp 919-924.
  • 13
    • 7044226255 scopus 로고    scopus 로고
    • Cruden DM, Varnes DJ (1996) Landslide types and processes. In: Turner AK, Schuster RL (eds) Landslides: investigation and mitigation, pp 36-75.
  • 14
    • 0036134698 scopus 로고    scopus 로고
    • Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong
    • Dai FC, Lee CF (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.C.1    Lee, C.F.2
  • 15
    • 77954466497 scopus 로고    scopus 로고
    • Dillon WR, Goldstein M (1986) Multivariate analysis. Methods and applications. Wiley, New York, p 587.
  • 16
    • 24644460379 scopus 로고    scopus 로고
    • Landslide susceptibility mapping of Cekmece area (Istanbul, Turkey) by conditional probability
    • Duman TY, Can T, Gokceoglu C, Nefeslioglu HA (2005) Landslide susceptibility mapping of Cekmece area (Istanbul, Turkey) by conditional probability. Hydrol Earth Syst Sci 2: 155-208.
    • (2005) Hydrol Earth Syst Sci , vol.2 , pp. 155-208
    • Duman, T.Y.1    Can, T.2    Gokceoglu, C.3    Nefeslioglu, H.A.4
  • 17
    • 33750239618 scopus 로고    scopus 로고
    • Application of logistic regression for landslide susceptibility zoning of Cekmece Area, Istanbul, Turkey
    • Duman T, Can T, Gokceoglu C, Nefeslioglu H, Sonmez H (2006) Application of logistic regression for landslide susceptibility zoning of Cekmece Area, Istanbul, Turkey. Environ Geol 51: 241-256.
    • (2006) Environ Geol , vol.51 , pp. 241-256
    • Duman, T.1    Can, T.2    Gokceoglu, C.3    Nefeslioglu, H.4    Sonmez, H.5
  • 18
    • 14844322351 scopus 로고    scopus 로고
    • Artificial neural networks applied to landslide susceptibility assessment
    • Ermini L, Catani F, Casagli N (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    Casagli, N.3
  • 19
    • 77954511254 scopus 로고    scopus 로고
    • Field AP (2005) Discovering statistics using SPSS. p 779.
  • 20
    • 0024199103 scopus 로고
    • Some aspects of the geomorphic processes triggered by an extrem rainfall event: The November 1982 flood in The Eatern Pyrenees
    • Gallart F, Clotet N (1988) Some aspects of the geomorphic processes triggered by an extrem rainfall event: the November 1982 flood in The Eatern Pyrenees. Catena 13: 79-85.
    • (1988) Catena , vol.13 , pp. 79-85
    • Gallart, F.1    Clotet, N.2
  • 21
    • 0027804590 scopus 로고
    • Identification of topographic setting conducive to landsliding from DEM in Nelson County, Virginia (USA)
    • Gao J (1993) Identification of topographic setting conducive to landsliding from DEM in Nelson County, Virginia (USA). Earth Surf Proc Land 8: 579-591.
    • (1993) Earth Surf Proc Land , vol.8 , pp. 579-591
    • Gao, J.1
  • 22
    • 77954486004 scopus 로고    scopus 로고
    • Gorsevski PV, Gessler P, Foltz RB (2000) Spatial prediction of landslide hazard using Discriminant analysis and GIS. In: GIS in the Rockies 2000 conference and workshop, applications for the 21st Century, Denver, Colorado, pp 25-27.
  • 23
    • 77954509501 scopus 로고    scopus 로고
    • Greenway DR (1987) Vegetation and slope stability. In: Anderson MG, Richards KS (eds) Slope Stability, pp 187-230.
  • 24
    • 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 (1999) Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy. Geomorphology 37: 149-165.
    • (1999) Geomorphology , vol.37 , pp. 149-165
    • Guzzetti, F.1    Carrara, A.2    Cardinali, M.3    Reichenbach, P.4
  • 26
    • 0020524559 scopus 로고
    • A method of comparing the areas under receiver operating characteristic curves derived from the same cases
    • Hanley JA, McNeil BJ (1983) A method of comparing the areas under receiver operating characteristic curves derived from the same cases. Radiology 148: 839-843.
    • (1983) Radiology , vol.148 , pp. 839-843
    • Hanley, J.A.1    McNeil, B.J.2
  • 28
    • 77954528175 scopus 로고    scopus 로고
    • Hürlimann M, Baeza C (2002) Analysis of debris-flow events in the Eastern Pyrenees, Spain. In: First European conference on landslides, Praga, pp 213-220.
  • 29
    • 0034351592 scopus 로고    scopus 로고
    • A method for producing digital probabilistic seismic landslide hazard maps
    • Jibson RW, Harp EL, Micahel JA (2000) A method for producing digital probabilistic seismic landslide hazard maps. Eng Geol 58: 271-289.
    • (2000) Eng Geol , vol.58 , pp. 271-289
    • Jibson, R.W.1    Harp, E.L.2    Micahel, J.A.3
  • 30
    • 0025570812 scopus 로고
    • Hydrologic conditions leading to debris-flow initiation
    • Johnson KA, Sitar N (1989) Hydrologic conditions leading to debris-flow initiation. Can Geotech J 27: 789-801.
    • (1989) Can Geotech J , vol.27 , pp. 789-801
    • Johnson, K.A.1    Sitar, N.2
  • 31
    • 0017360990 scopus 로고
    • The measurement of observer agreement for categorical data
    • Landis J, Koch G (1977) The measurement of observer agreement for categorical data. Bimetrics 33: 159-174.
    • (1977) Bimetrics , vol.33 , pp. 159-174
    • Landis, J.1    Koch, G.2
  • 32
    • 0034886592 scopus 로고    scopus 로고
    • Statistical analysis of landslide susceptibility at Yongin, Korea
    • Lee S, Min K (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Environ Geol 40: 1095-1113.
    • (2001) Environ Geol , vol.40 , pp. 1095-1113
    • Lee, S.1    Min, K.2
  • 33
    • 0038521636 scopus 로고    scopus 로고
    • Landslide susceptibility analysis and verification using the Bayesian probability model
    • Lee S, Choi J, Min K (2002) Landslide susceptibility analysis and verification using the Bayesian probability model. Environ Geol 43: 120-131.
    • (2002) Environ Geol , vol.43 , pp. 120-131
    • Lee, S.1    Choi, J.2    Min, K.3
  • 34
    • 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 (2004) Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Eng Geol 71: 289-302.
    • (2004) Eng Geol , vol.71 , pp. 289-302
    • Lee, S.1    Ryu, J.-H.2    Won, J.-S.3    Park, H.-J.4
  • 35
    • 34047163965 scopus 로고    scopus 로고
    • Comparative assessment of the measures of thematic classification accuracy
    • Liu C, Frazier P, Kumar L (2007) Comparative assessment of the measures of thematic classification accuracy. Remote Sens Environ 107: 606-616.
    • (2007) Remote Sens Environ , vol.107 , pp. 606-616
    • Liu, C.1    Frazier, P.2    Kumar, L.3
  • 37
    • 0034351598 scopus 로고    scopus 로고
    • Slope vulnerability to earthquake at subregional scale, using probabilistic techniques and geographic information system
    • Luzi L, Pergalani F, Terlien MTJ (2000) Slope vulnerability to earthquake at subregional scale, using probabilistic techniques and geographic information system. Eng Geol 58: 313-336.
    • (2000) Eng Geol , vol.58 , pp. 313-336
    • Luzi, L.1    Pergalani, F.2    Terlien, M.T.J.3
  • 38
    • 0034770214 scopus 로고    scopus 로고
    • Evaluating presence-absence models in ecology: The need to account for prevalence
    • Manel S, Williams HC, Ormerod SJ (2001) Evaluating presence-absence models in ecology: the need to account for prevalence. J Appl Ecol 38: 921-931.
    • (2001) J Appl Ecol , vol.38 , pp. 921-931
    • Manel, S.1    Williams, H.C.2    Ormerod, S.J.3
  • 39
    • 77954525975 scopus 로고    scopus 로고
    • Manson IB (2003) Binary events. In: Jollifee IT, Stephenson DB (ed) Forecast verification. A practitioner guide in atmospheric sciences. pp 37-76.
  • 40
    • 0022924873 scopus 로고
    • Thrust sequences in the Spanish Eastern Pyrenees
    • Muñoz JA, Martínez A, Vergés J (1986) Thrust sequences in the Spanish Eastern Pyrenees. J Struct Geol 8(3/4): 399-405.
    • (1986) J Struct Geol , vol.8 , Issue.3-4 , pp. 399-405
    • Muñoz, J.A.1    Martínez, A.2    Vergés, J.3
  • 41
    • 40649084527 scopus 로고    scopus 로고
    • An assessment of the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps
    • Nefeslioglu HA, Gokceoglu C, Sonmez H (2008) An assessment of the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps. Eng Geol 97: 171-191.
    • (2008) Eng Geol , vol.97 , pp. 171-191
    • Nefeslioglu, H.A.1    Gokceoglu, C.2    Sonmez, H.3
  • 42
    • 0038016577 scopus 로고    scopus 로고
    • Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA
    • Ohlmacher G, Davis J (2003) Using multiple logistic regression and GIS technology to predict landslide hazard in northeast Kansas, USA. Eng Geol 69: 331-343.
    • (2003) Eng Geol , vol.69 , pp. 331-343
    • Ohlmacher, G.1    Davis, J.2
  • 43
    • 77954486393 scopus 로고    scopus 로고
    • Oyagui N (1984) Landslides in weathered rocks and residual soils in Japan and surrounding areas: a state of the art report. In: Proceedings of the 4th International Congress on landslides, 3, pp 1-31.
  • 45
    • 34347251218 scopus 로고    scopus 로고
    • Landslide representation strategies in susceptibility studies using weights-of-evidence modeling technique
    • Poli S, Sterlacchini S (2007) Landslide representation strategies in susceptibility studies using weights-of-evidence modeling technique. Nat Resour Res 16(2): 121-134.
    • (2007) Nat Resour Res , vol.16 , Issue.2 , pp. 121-134
    • Poli, S.1    Sterlacchini, S.2
  • 46
    • 0742305114 scopus 로고    scopus 로고
    • Landslide susceptibility models using spatial data analysis techniques. A case study from the Lower Deba Valley, Guipúzcoa (Spain)
    • Remondo J, González-Díez A, Díaz de Terán JR, Cendrero A (2003) Landslide susceptibility models using spatial data analysis techniques. A case study from the Lower Deba Valley, Guipúzcoa (Spain). Nat Hazards 30: 267-279.
    • (2003) Nat Hazards , vol.30 , pp. 267-279
    • Remondo, J.1    González-Díez, A.2    Díaz de Terán, J.R.3    Cendrero, A.4
  • 47
    • 0742305111 scopus 로고    scopus 로고
    • A GIS-based multivariate statistical analysis for shallow landslide susceptibility mapping in La Pobla de Lillet area (Eastern Pyrenees, Spain)
    • Santacana N, Baeza C, Corominas J, De Paz A, Marturià J (2003) A GIS-based multivariate statistical analysis for shallow landslide susceptibility mapping in La Pobla de Lillet area (Eastern Pyrenees, Spain). Nat Hazards 30: 281-295.
    • (2003) Nat Hazards , vol.30 , pp. 281-295
    • Santacana, N.1    Baeza, C.2    Corominas, J.3    de Paz, A.4    Marturià, J.5
  • 48
    • 67650252865 scopus 로고    scopus 로고
    • SPSS
    • SPSS (2009) SPSS statistics http://www. spss. com/statistics/.
    • (2009) SPSS statistics
  • 49
    • 77954501777 scopus 로고
    • Estimation of a population total under a "Bernoulli Sampling" procedure
    • Strand M (1979) Estimation of a population total under a "Bernoulli Sampling" procedure. Am Stat 33(2): 81-84.
    • (1979) Am Stat , vol.33 , Issue.2 , pp. 81-84
    • Strand, M.1
  • 50
    • 35148854742 scopus 로고    scopus 로고
    • Landslide susceptibility assessment by bivariate methods at large scales: Application to a complex mountainous environment
    • Thiery Y, Malet J-P, Sterlacchini S, Puissant A, Maquaire O (2007) Landslide susceptibility assessment by bivariate methods at large scales: application to a complex mountainous environment. Geomorphology 92: 38-59.
    • (2007) Geomorphology , vol.92 , pp. 38-59
    • Thiery, Y.1    Malet, J.-P.2    Sterlacchini, S.3    Puissant, A.4    Maquaire, O.5
  • 51
    • 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 (2006) Prediction of landslide susceptibility using rare events logistic regression: a case-study in the Flemish Ardennes (Belgium). Geomorphology 76: 392-410.
    • (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
  • 52
    • 0030446895 scopus 로고    scopus 로고
    • An approach towards deterministic landslide hazard analysis in GIS. A case study from Manizales (Colombia)
    • van Westen CJ, Terlien MTJ (1996) An approach towards deterministic landslide hazard analysis in GIS. A case study from Manizales (Colombia). Earth Surf Proc Land 21: 853-868.
    • (1996) Earth Surf Proc Land , vol.21 , pp. 853-868
    • van Westen, C.J.1    Terlien, M.T.J.2
  • 53
    • 33744789370 scopus 로고    scopus 로고
    • Landslide hazard and rosk zonation: Why is it still so difficult?
    • van Westen C, van Asch TWJ, Soeters R (2006) Landslide hazard and rosk zonation: why is it still so difficult? B Eng Geol Environ 65: 167-184.
    • (2006) B Eng Geol Environ , vol.65 , pp. 167-184
    • van Westen, C.1    van Asch, T.W.J.2    Soeters, R.3
  • 54
    • 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 (2005) Landslide susceptibility mapping: a comparison of logistic regression and neural networks methods in a medium scale study, Hendek region (Turkey). Eng Geol 79(3-4): 251-266.
    • (2005) Eng Geol , vol.79 , Issue.3-4 , pp. 251-266
    • Yesilnacar, E.1    Topal, T.2
  • 55
    • 0027457620 scopus 로고
    • Receiver-operating characteristics (ROC) plots
    • Zweig MH, Campbell G (1993) Receiver-operating characteristics (ROC) plots. Clin Chem 39: 561-577.
    • (1993) Clin Chem , vol.39 , pp. 561-577
    • Zweig, M.H.1    Campbell, G.2


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