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Volumn 13, Issue 1, 2013, Pages 53-64

Multi-variate flood damage assessment: A tree-based data-mining approach

Author keywords

[No Author keywords available]

Indexed keywords

DATA MINING; DATA SET; EARLY WARNING SYSTEM; FLOOD DAMAGE; HAZARD ASSESSMENT; MODEL TEST; MODEL VALIDATION; MULTIVARIATE ANALYSIS; PLANNING METHOD; REGRESSION ANALYSIS; SOCIOECONOMIC STATUS;

EID: 84872230847     PISSN: 15618633     EISSN: 16849981     Source Type: Journal    
DOI: 10.5194/nhess-13-53-2013     Document Type: Article
Times cited : (186)

References (37)
  • 1
    • 77958017861 scopus 로고    scopus 로고
    • Multi-variate analysis as a tool to infer hydrologic response types and controlling variables in a humid temperate cachment
    • Ali, G. A., Roy, A. G., Turmel, M.-C., and Courchesne, F.: Multi-variate analysis as a tool to infer hydrologic response types and controlling variables in a humid temperate cachment, Hydrol. Process., 24, 2912-2923, 2010.
    • (2010) Hydrol. Process. , vol.24 , pp. 2912-2923
    • Ali, G.A.1    Roy, A.G.2    Turmel, M.-C.3    Courchesne, F.4
  • 2
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L.: Bagging predictors, Mach. Learn., 24, 123-140, 1996. (Pubitemid 126724382)
    • (1996) Machine Learning , vol.24 , Issue.2 , pp. 123-140
    • Breiman, L.1
  • 5
    • 84880866577 scopus 로고    scopus 로고
    • Flood-risk mapping: Contributions towards an enhanced assessment of extreme events and associated risks
    • doi:10.5194/nhess-6-485-2006
    • Büchele, B., Kreibich, H., Kron, A., Thieken, A., Ihringer, J., Oberle, P., Merz, B., and Nestmann, F.: Flood-risk mapping: contributions towards an enhanced assessment of extreme events and associated risks, Nat. Hazards Earth Syst. Sci., 6, 485-503, doi:10.5194/nhess-6-485-2006, 2006.
    • (2006) Nat. Hazards Earth Syst. Sci. , vol.6 , pp. 485-503
    • Büchele, B.1    Kreibich, H.2    Kron, A.3    Thieken, A.4    Ihringer, J.5    Oberle, P.6    Merz, B.7    Nestmann, F.8
  • 6
    • 75849118322 scopus 로고    scopus 로고
    • Predicting the natural flow regime: Models for assessing hydrological alteration in streams
    • Carlisle, D. M., Falcone, J., Wolock, D. M., Meador, M. R., and Norris, R. H.: Predicting the natural flow regime: models for assessing hydrological alteration in streams, River Res. Appl., 26, 118-136, 2010.
    • (2010) River Res. Appl. , vol.26 , pp. 118-136
    • Carlisle, D.M.1    Falcone, J.2    Wolock, D.M.3    Meador, M.R.4    Norris, R.H.5
  • 7
    • 77955890252 scopus 로고    scopus 로고
    • Influence of flood frequency on residential building losses
    • doi:10.5194/nhess-10-2145-2010
    • Elmer, F., Thieken, A. H., Pech, I., and Kreibich, H.: Influence of flood frequency on residential building losses, Nat. Hazards Earth Syst. Sci., 10, 2145-2159, doi:10.5194/nhess-10-2145-2010, 2010.
    • (2010) Nat. Hazards Earth Syst. Sci. , vol.10 , pp. 2145-2159
    • Elmer, F.1    Thieken, A.H.2    Pech, I.3    Kreibich, H.4
  • 9
    • 68949199600 scopus 로고    scopus 로고
    • When do losses count? Six fallacies of natural hazards loss data
    • Gall, M., Borden, K. A., and Cutter, S. L.: When do losses count? Six fallacies of natural hazards loss data, B. Am. Meteorol. Soc., 90, 799-809, 2009.
    • (2009) B. Am. Meteorol. Soc. , vol.90 , pp. 799-809
    • Gall, M.1    Borden, K.A.2    Cutter, S.L.3
  • 10
    • 65049084082 scopus 로고    scopus 로고
    • Tree-based modeling of complex interactions of phosphorus loadings and environmental factors
    • Grunwald, S., Daroub, S. H., Lang, T. A., and Diaz, O. A.: Tree-based modeling of complex interactions of phosphorus loadings and environmental factors, Sci. Total Environ., 407, 3772-3783, 2009.
    • (2009) Sci. Total Environ. , vol.407 , pp. 3772-3783
    • Grunwald, S.1    Daroub, S.H.2    Lang, T.A.3    Diaz, O.A.4
  • 11
    • 46749123369 scopus 로고    scopus 로고
    • Towards a consistent approach to disaster loss assessment across Australia
    • Handmer, J., Abrahams, J., Betts, R., and Dawson, M.: Towards a consistent approach to disaster loss assessment across Australia, Australian J. Emergency Manage., 20, 10-18, 2005.
    • (2005) Australian J. Emergency Manage , vol.20 , pp. 10-18
    • Handmer, J.1    Abrahams, J.2    Betts, R.3    Dawson, M.4
  • 12
    • 84872258755 scopus 로고    scopus 로고
    • ICPR (International Commission for the Protection of the Rhine): Non structural flood plain management, Measures and their effectiveness, International Commission for the Protection of the Rhine, Koblenz
    • ICPR (International Commission for the Protection of the Rhine): Non structural flood plain management, Measures and their effectiveness, International Commission for the Protection of the Rhine, Koblenz, 2002.
    • (2002)
  • 13
    • 4544294829 scopus 로고    scopus 로고
    • Nonparametric direct mapping of rainfall-runoff relationships: An alternative approach to data analysis and modeling?
    • DOI 10.1029/2004WR003094
    • Iorgulescu, I. and Beven, K. J.: Nonparametric direct mapping of rainfall-runoff relationships: an alternative approach to data analysis and modeling?, Water Resour. Res., 40, W08403, doi:10.1029/2004WR003094, 2004. (Pubitemid 39247130)
    • (2004) Water Resources Research , vol.40 , Issue.8
    • Iorgulescu, I.1    Beven, K.J.2
  • 14
    • 55249094377 scopus 로고    scopus 로고
    • Assessment of damage caused by high groundwater inundation
    • doi:10.1029/2007WR006621
    • Kreibich, H. and Thieken, A. H.: Assessment of damage caused by high groundwater inundation, Water Resour. Res., 44, W09409, doi:10.1029/ 2007WR006621, 2008.
    • (2008) Water Resour. Res. , vol.44
    • Kreibich, H.1    Thieken, A.H.2
  • 15
    • 14644411117 scopus 로고    scopus 로고
    • Flood loss reduction of private households due to building precautionary measures - Lessons learned from the Elbe flood in August 2002
    • Kreibich, H., Thieken, A. H., Petrow, Th., Müller, M., and Merz, B.: Flood loss reduction of private households due to building precautionary measures-lessons learned from the Elbe flood in August 2002, Nat. Hazards Earth Syst. Sci., 5, 117-126, doi:10.5194/nhess-5-117-2005, 2005. (Pubitemid 40322910)
    • (2005) Natural Hazards and Earth System Science , vol.5 , Issue.1 , pp. 117-126
    • Kreibich, H.1    Thieken, A.H.2    Petrow, Th.3    Muller, M.4    Merz, B.5
  • 16
    • 34247608168 scopus 로고    scopus 로고
    • Flood precaution of companies and their ability to cope with the flood in August 2002 in Saxony, Germany
    • DOI 10.1029/2005WR004691
    • Kreibich, H., Müller, M., Thieken, A. H., and Merz, B.: Flood precaution of companies and their ability to cope with the flood in August 2002 in Saxony, Germany, Water Resour. Res., 43, W03408, doi:10.1029/2005WR004691, 2007. (Pubitemid 46682778)
    • (2007) Water Resources Research , vol.43 , Issue.3
    • Kreibich, H.1    Muller, M.2    Thieken, A.H.3    Merz, B.4
  • 18
    • 77955864607 scopus 로고    scopus 로고
    • Development of FLEMOcs-A new model for the estimation of flood losses in companies
    • Kreibich, H., Seifert, I., Merz, B., and Thieken, A. H.: Development of FLEMOcs-A new model for the estimation of flood losses in companies, Hydrolog. Sci. J., 55, 1302-1314, 2010.
    • (2010) Hydrolog. Sci. J. , vol.55 , pp. 1302-1314
    • Kreibich, H.1    Seifert, I.2    Merz, B.3    Thieken, A.H.4
  • 20
    • 80054057033 scopus 로고    scopus 로고
    • Topographic controls on overland flow generation in a forest-An ensemble tree approach
    • Loos, M. and Elsenbeer, H.: Topographic controls on overland flow generation in a forest-An ensemble tree approach, J. Hydrol., 409, 94-103, 2011.
    • (2011) J. Hydrol. , vol.409 , pp. 94-103
    • Loos, M.1    Elsenbeer, H.2
  • 21
    • 77955916229 scopus 로고    scopus 로고
    • Review Article Assessment of economic flood damage
    • doi:10.5194/nhess-10-1697-2010
    • Merz, B., Kreibich, H., Schwarze, R., and Thieken, A.: Review article "Assessment of economic flood damage", Nat. Hazards Earth Syst. Sci., 10, 1697-1724, doi:10.5194/nhess-10-1697-2010, 2010.
    • (2010) Nat. Hazards Earth Syst. Sci. , vol.10 , pp. 1697-1724
    • Merz, B.1    Kreibich, H.2    Schwarze, R.3    Thieken, A.4
  • 22
    • 17844383252 scopus 로고    scopus 로고
    • Estimating the spatial distribution of snow water equivalent in an alpine basin using binary regression tree models: The impact of digital elevation data and independent variable selection
    • DOI 10.1002/hyp.5586
    • Mototch, N. P., Colee, M. T., Bales, R. C., and Dozier, J.: Estimating the spatial distribution of snow water equivalent in an alpine basin using binary regression tree models: the impact of digital elevation data and independent variable selection, Hydrol. Process., 19, 1459-79, 2005. (Pubitemid 40587232)
    • (2005) Hydrological Processes , vol.19 , Issue.7 , pp. 1459-1479
    • Molotch, N.P.1    Colee, M.T.2    Bales, R.C.3    Dozier, J.4
  • 23
    • 84986052285 scopus 로고    scopus 로고
    • Towards standardizing the assessment of flood damaged properties in the UK
    • Nicholas, J., Holt, G. D., and Proverbs, D.: Towards standardizing the assessment of flood damaged properties in the UK, Struct. Survey, 19, 163-172, 2001.
    • (2001) Struct. Survey , vol.19 , pp. 163-172
    • Nicholas, J.1    Holt, G.D.2    Proverbs, D.3
  • 24
    • 33646149763 scopus 로고    scopus 로고
    • Sensitivity analysis based on regional splits and regression trees (SARS-RT)
    • Pappenberger, F., Iorgulescu, I., and Beven, K. J.: Sensitivity analysis based on regional splits and regression trees (SARS-RT), Environ. Modell. Softw., 21, 976-90, 2006.
    • (2006) Environ. Modell. Softw. , vol.21 , pp. 976-990
    • Pappenberger, F.1    Iorgulescu, I.2    Beven, K.J.3
  • 25
    • 36448988922 scopus 로고    scopus 로고
    • Enhancing the human benefits of flood warnings
    • DOI 10.1007/s11069-007-9137-y
    • Parker, D., Tapsell, S., and McCarthy, S.: Enhancing the human benefits of flood warnings, Nat. Hazards, 43, 397-414, 2007. (Pubitemid 350162624)
    • (2007) Natural Hazards , vol.43 , Issue.3 , pp. 397-414
    • Parker, D.1    Tapsell, S.2    McCarthy, S.3
  • 26
    • 0033670185 scopus 로고    scopus 로고
    • New Insights into the appraisal of flood-alleviation benefits: (1) Flood damage and flood loss information
    • Penning-Rowsell, E. C. and Green, C.: New Insights into the appraisal of flood-alleviation benefits: (1) Flood damage and flood loss information, J. Chart. Inst. Water E., 14, 347-353, 2000.
    • (2000) J. Chart. Inst. Water E. , vol.14 , pp. 347-353
    • Penning-Rowsell, E.C.1    Green, C.2
  • 27
    • 31444451154 scopus 로고    scopus 로고
    • Risk perception of natural catastrophes-an empirical investigation in six endangers areas in south and west Germany)
    • Band 2, edited by: Werner, U., Verlag Versicherungswirtschaft, Karlsruhe in German
    • Plapp, S. T.: Risk perception of natural catastrophes-an empirical investigation in six endangers areas in south and west Germany), Karlsruher Reihe II-Risikoforschung und Ver-sicherungsmanagement Band 2, edited by: Werner, U., Verlag Versicherungswirtschaft, Karlsruhe, 2003 (in German).
    • (2003) Karlsruher Reihe II-Risikoforschung und Ver-sicherungsmanagement
    • Plapp, S.T.1
  • 29
    • 0037565156 scopus 로고    scopus 로고
    • Model trees as an alternative to neural networks in rainfall-runoff modelling
    • DOI 10.1623/hysj.48.3.399.45291
    • Solomatine, D. P. and Dulal, K. N.: Model trees as an alternative to neural networks in rainfall-runoff modeling, Hydrolog. Sci. J., 48, 399-412, 2003. (Pubitemid 36695916)
    • (2003) Hydrological Sciences Journal , vol.48 , Issue.3 , pp. 399-412
    • Solomatine, D.P.1    Dulal, K.N.2
  • 31
    • 31444431842 scopus 로고    scopus 로고
    • Flood damage and influencing factors: New insights from the August 2002 flood in Germany
    • DOI 10.1029/2005WR004177, W12430
    • Thieken, A. H., Müller, M., Kreibich, H., and Merz, B.: Flood damage and influencing factors: New insights from the August 2002 flood in Germany, Water Resour. Res., 41, W12430, doi:10.1029/2005WR004177, 2005. (Pubitemid 43151133)
    • (2005) Water Resources Research , vol.41 , Issue.12 , pp. 1-16
    • Thieken, A.H.1    Muller, M.2    Kreibich, H.3    Merz, B.4
  • 32
    • 34848891470 scopus 로고    scopus 로고
    • Coping with floods: Preparedness, response and recovery of flood-affected residents in Germany in 2002
    • DOI 10.1623/hysj.52.5.1016
    • Thieken, A. H., Kreibich, H., Müller, M., and Merz, B.: Coping with floods: preparedness, response and recovery of flood affected residents in Germany in 2002, Hydrol. Sci. J., 52, 1016-1037, 2007. (Pubitemid 47505652)
    • (2007) Hydrological Sciences Journal , vol.52 , Issue.5 , pp. 1016-1037
    • Thieken, A.H.1    Kreibich, H.2    Muller, M.3    Merz, B.4
  • 33
    • 58849090981 scopus 로고    scopus 로고
    • Development and evaluation of FLEMOps-A new Flood Loss Estimation MOdel for the private sector
    • edited by: Proverbs, D., Brebbia, C. A., and Penning-Rowsell, E., WIT Press
    • Thieken, A. H., Olschewski, A., Kreibich, H., Kobsch, S., and Merz, B.: Development and evaluation of FLEMOps-a new Flood Loss Estimation MOdel for the private sector, in: Flood Recovery, Innovation and Response, edited by: Proverbs, D., Brebbia, C. A., and Penning-Rowsell, E., WIT Press, 315-324, 2008.
    • (2008) Flood Recovery, Innovation and Response , pp. 315-324
    • Thieken, A.H.1    Olschewski, A.2    Kreibich, H.3    Kobsch, S.4    Merz, B.5
  • 35
    • 80053175870 scopus 로고    scopus 로고
    • Data mining methods for hydrocli-matic forecasting
    • Wei, W., Watkins Jr. and D. W.: Data mining methods for hydrocli-matic forecasting, Adv. Water Resour., 34, 1390-1400, 2011.
    • (2011) Adv. Water Resour. , vol.34 , pp. 1390-1400
    • Wei, W.1    Watkins Jr., D.W.2
  • 36
    • 0032694477 scopus 로고    scopus 로고
    • Analysis of flood damages from the 1993 and 1995 Meuse floods
    • Wind, H. G., Nierop, T. M., de Blois, C. J., and de Kok, J. L.: Analysis of flood damages from the 1993 and 1995 Meuse floods, Water Resour. Res., 35, 3459-3465, 1999.
    • (1999) Water Resour. Res. , vol.35 , pp. 3459-3465
    • Wind, H.G.1    Nierop, T.M.2    De Blois, C.J.3    De Kok, J.L.4


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