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          <citation_list>
            <citation key="10.1016/j.envsoft.2018.03.032_bib1">
              <author>Analytics</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib2">
              <author>Analytics</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib3">
              <journal_title>Int. J. Digit. Earth</journal_title>
              <author>Amirebrahimi</author>
              <volume>9</volume>
              <issue>4</issue>
              <first_page>363</first_page>
              <cYear>2016</cYear>
              <doi provider="crossref">10.1080/17538947.2015.1034201</doi>
              <article_title>A framework for a microscale flood damage assessment and visualization for a building using BIM–GIS integration</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib4">
              <journal_title>Nat. Hazards</journal_title>
              <author>Apel</author>
              <volume>49</volume>
              <issue>1</issue>
              <first_page>79</first_page>
              <cYear>2009</cYear>
              <doi provider="crossref">10.1007/s11069-008-9277-8</doi>
              <article_title>Flood risk analyses—how detailed do we need to be?</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib5">
              <journal_title>Environ. Model. Software</journal_title>
              <author>Balica</author>
              <volume>41</volume>
              <first_page>84</first_page>
              <cYear>2013</cYear>
              <doi provider="crossref">10.1016/j.envsoft.2012.11.002</doi>
              <article_title>Parametric and physically based modelling techniques for flood risk and vulnerability assessment: a comparison</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib6">
              <journal_title>ISPRS Int. J. Geo-Inf.</journal_title>
              <author>Biljecki</author>
              <volume>4</volume>
              <issue>4</issue>
              <first_page>2842</first_page>
              <cYear>2015</cYear>
              <doi provider="crossref">10.3390/ijgi4042842</doi>
              <article_title>Applications of 3D city models: state of the art review</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib7">
              <author>Bochow</author>
              <first_page>189</first_page>
              <cYear>2010</cYear>
              <series_title>Automatisierungspotenzial von Stadtbiotopkartierungen durch Methoden der Fernerkundung</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib8">
              <author>Bochow</author>
              <first_page>1796</first_page>
              <cYear>2010</cYear>
              <series_title>Proceedings of the 2010 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Honolulu, HI, USA,25–30 July 2010</series_title>
              <article_title>An automated and adaptable approach for characterizing and partitioning cities into urban structure types</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib9">
              <author>Breiman</author>
              <cYear>1984</cYear>
              <series_title>Classification and Regression Trees</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib10">
              <journal_title>Mach. Learn.</journal_title>
              <author>Breiman</author>
              <volume>24</volume>
              <issue>2</issue>
              <first_page>123</first_page>
              <cYear>1996</cYear>
              <doi provider="crossref">10.1023/A:1018054314350</doi>
              <article_title>Bagging predictors</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib11">
              <journal_title>Mach. Learn.</journal_title>
              <author>Breiman</author>
              <volume>45</volume>
              <issue>1</issue>
              <first_page>5</first_page>
              <cYear>2001</cYear>
              <doi provider="crossref">10.1023/A:1010933404324</doi>
              <article_title>Random forests</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib12">
              <journal_title>J Flood Risk Manag.</journal_title>
              <author>Bubeck</author>
              <volume>10</volume>
              <issue>4</issue>
              <first_page>436</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.1111/jfr3.12151</doi>
              <article_title>Explaining differences in flood management approaches in Europe and in the USA - a comparative analysis: differences in flood management approaches</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib13">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Cammerer</author>
              <volume>13</volume>
              <issue>11</issue>
              <first_page>3063</first_page>
              <cYear>2013</cYear>
              <doi provider="crossref">10.5194/nhess-13-3063-2013</doi>
              <article_title>Adaptability and transferability of flood loss functions in residential areas</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib14">
              <journal_title>Environ. Model. Software</journal_title>
              <author>Chapi</author>
              <volume>95</volume>
              <first_page>229</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.1016/j.envsoft.2017.06.012</doi>
              <article_title>A novel hybrid artificial intelligence approach for flood susceptibility assessment</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib15">
              <journal_title>Water</journal_title>
              <author>Chinh</author>
              <volume>8</volume>
              <issue>1</issue>
              <first_page>6</first_page>
              <cYear>2015</cYear>
              <doi provider="crossref">10.3390/w8010006</doi>
              <article_title>Multi-Variate analyses of flood loss in can tho city, Mekong delta</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib16">
              <journal_title>Mitig. Adapt. Strategies Glob. Change</journal_title>
              <author>de Moel</author>
              <volume>20</volume>
              <issue>6</issue>
              <first_page>865</first_page>
              <cYear>2015</cYear>
              <doi provider="crossref">10.1007/s11027-015-9654-z</doi>
              <article_title>Flood risk assessments at different spatial scales</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib17">
              <author>Dietz</author>
              <cYear>1999</cYear>
              <series_title>Wohngeba¨udeversicherung Kommentar</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib18">
              <journal_title>Offic. J. Eur. Union</journal_title>
              <author>Directive 2007/60/EC</author>
              <volume>2007</volume>
              <first_page>L288/27</first_page>
              <cYear>2007</cYear>
              <article_title>The European Parliament and of the Council of 23 October 2007 On the assessment and management of flood risks</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib19">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Dottori</author>
              <volume>16</volume>
              <issue>12</issue>
              <first_page>2577</first_page>
              <cYear>2016</cYear>
              <doi provider="crossref">10.5194/nhess-16-2577-2016</doi>
              <article_title>INSYDE: a synthetic, probabilistic flood damage model based on explicit cost analysis</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib20">
              <journal_title>Pattern Recogn. Lett.</journal_title>
              <author>Genuer</author>
              <volume>31</volume>
              <issue>14</issue>
              <first_page>2225</first_page>
              <cYear>2010</cYear>
              <doi provider="crossref">10.1016/j.patrec.2010.03.014</doi>
              <article_title>Variable selection using random forests</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib21">
              <author>GeoEye Inc</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib22">
              <journal_title>Water</journal_title>
              <author>Gerl</author>
              <volume>6</volume>
              <issue>8</issue>
              <first_page>2367</first_page>
              <cYear>2014</cYear>
              <doi provider="crossref">10.3390/w6082367</doi>
              <article_title>Flood damage modeling on the basis of urban structure mapping using high-resolution remote sensing data</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib23">
              <journal_title>PLoS One</journal_title>
              <author>Gerl</author>
              <volume>11</volume>
              <issue>7</issue>
              <cYear>2016</cYear>
              <doi provider="crossref">10.1371/journal.pone.0159791</doi>
              <article_title>A review of flood loss models as basis for harmonization and benchmarking</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib24">
              <journal_title>J. Am. Stat. Assoc.</journal_title>
              <author>Gneiting</author>
              <volume>102</volume>
              <issue>477</issue>
              <first_page>359</first_page>
              <cYear>2007</cYear>
              <doi provider="crossref">10.1198/016214506000001437</doi>
              <article_title>Strictly proper scoring rules, prediction, and estimation</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib25">
              <journal_title>IEEE J. Sel. Top. Appl. Earth Obs. Rem. Sens.</journal_title>
              <author>Graesser</author>
              <volume>5</volume>
              <first_page>1164</first_page>
              <cYear>2012</cYear>
              <doi provider="crossref">10.1109/JSTARS.2012.2190383</doi>
              <article_title>Image based characterization of formal and informal neighborhoods in an urban landscape</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib26">
              <journal_title>Water Resour. Bull.</journal_title>
              <author>Grigg</author>
              <volume>11</volume>
              <issue>2</issue>
              <first_page>37</first_page>
              <cYear>1975</cYear>
              <doi provider="crossref">10.1111/j.1752-1688.1975.tb00689.x</doi>
              <article_title>State-of-the-art of estimating flood damage in urban areas</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib27">
              <author>Gröger</author>
              <first_page>12</first_page>
              <cYear>2012</cYear>
              <series_title>OpenGIS City Geography Markup Language (CityGML) Encoding Standard, Version 2.0.0. Technical Report Doc</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib28">
              <journal_title>ISPRS J. Photogrammetry Remote Sens.</journal_title>
              <author>Gröger</author>
              <volume>71</volume>
              <first_page>12</first_page>
              <cYear>2012</cYear>
              <doi provider="crossref">10.1016/j.isprsjprs.2012.04.004</doi>
              <article_title>CityGML - interoperable semantic 3D city models</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib29">
              <journal_title>J. Mach. Learn. Res.</journal_title>
              <author>Guyon</author>
              <volume>3</volume>
              <first_page>1157</first_page>
              <cYear>2003</cYear>
              <article_title>An introduction to variable and feature selection</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib30">
              <journal_title>Comput. Stat. Data Anal.</journal_title>
              <author>Hapfelmeier</author>
              <volume>60</volume>
              <first_page>50</first_page>
              <cYear>2013</cYear>
              <doi provider="crossref">10.1016/j.csda.2012.09.020</doi>
              <article_title>A new variable selection approach using Random Forests</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib31">
              <journal_title>Water</journal_title>
              <author>Hasanzadeh Nafari</author>
              <volume>8</volume>
              <issue>7</issue>
              <first_page>282</first_page>
              <cYear>2016</cYear>
              <doi provider="crossref">10.3390/w8070282</doi>
              <article_title>An assessment of the effectiveness of tree-based models for multi-variate flood damage assessment in Australia</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib32">
              <journal_title>BMC Bioinf.</journal_title>
              <author>Huang</author>
              <volume>17</volume>
              <issue>1</issue>
              <cYear>2016</cYear>
              <doi provider="crossref">10.1186/s12859-016-1228-x</doi>
              <article_title>The parameter sensitivity of random forests</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib33">
              <author>ICPR</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib34">
              <journal_title>Photogramm. Eng. Rem. Sens.</journal_title>
              <author>Jensen</author>
              <volume>65</volume>
              <issue>5</issue>
              <first_page>611</first_page>
              <cYear>1999</cYear>
              <article_title>Remote sensing of urban/suburban infrastructure and socio-economic attributes</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib35">
              <journal_title>Risk Anal.</journal_title>
              <author>Kaplan</author>
              <volume>1</volume>
              <issue>1</issue>
              <first_page>11</first_page>
              <cYear>1981</cYear>
              <doi provider="crossref">10.1111/j.1539-6924.1981.tb01350.x</doi>
              <article_title>On the quantitative definition of risk</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib36">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Kleist</author>
              <volume>6</volume>
              <issue>4</issue>
              <first_page>541</first_page>
              <cYear>2006</cYear>
              <doi provider="crossref">10.5194/nhess-6-541-2006</doi>
              <article_title>Estimation of the regional stock of residential buildings as a basis for a comparative risk assessment in Germany</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib37">
              <journal_title>Risk Anal.</journal_title>
              <author>Kreibich</author>
              <volume>37</volume>
              <issue>4</issue>
              <first_page>774</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.1111/risa.12650</doi>
              <article_title>Probabilistic, multivariable flood loss modeling on the mesoscale with BT-FLEMO</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib38">
              <author>Kreibich</author>
              <volume>vol. 5</volume>
              <first_page>65</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.1002/9781119217930.ch5</doi>
              <series_title>AGU, Geophysical Monograph 228</series_title>
              <article_title>HOWAS21 the German flood damage database. in: flood damage survey and assessment: new insights from research and practice</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib39">
              <journal_title>Hydrol. Sci. J.</journal_title>
              <author>Kreibich</author>
              <volume>55</volume>
              <issue>8</issue>
              <first_page>1302</first_page>
              <cYear>2010</cYear>
              <doi provider="crossref">10.1080/02626667.2010.529815</doi>
              <article_title>Development of FLEMOcs – a new model for the estimation of flood losses in the commercial sector</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib40">
              <journal_title>Nat. Hazards</journal_title>
              <author>Kreibich</author>
              <volume>51</volume>
              <first_page>423</first_page>
              <cYear>2009</cYear>
              <doi provider="crossref">10.1007/s11069-007-9200-8</doi>
              <article_title>Coping with floods in the city of Dresden, Germany</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib41">
              <author>Kunde</author>
              <cYear>2013</cYear>
              <series_title>Tagungsband der FOSSGIS-Konferenz</series_title>
              <article_title>3D-Stadtmodelle in PostGIS mit der 3D City Database</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib42">
              <author>Landeshauptstadt Dresden</author>
              <cYear>2011</cYear>
              <series_title>Plan Hochwasservorsorge Dresden.” Dresden: Landeshauptstadt Dresden</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib43">
              <journal_title>R. News</journal_title>
              <author>Liaw</author>
              <volume>2</volume>
              <issue>3</issue>
              <first_page>18</first_page>
              <cYear>2002</cYear>
              <article_title>Classification and regression by randomForest</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib44">
              <journal_title>Österreichische Wasser- und Abfallwirtschaft</journal_title>
              <author>Merz</author>
              <volume>56</volume>
              <issue>3–4</issue>
              <first_page>27</first_page>
              <cYear>2004</cYear>
              <article_title>Flood risk analysis: concepts and challenges</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib45">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Merz</author>
              <volume>4</volume>
              <issue>1</issue>
              <first_page>153</first_page>
              <cYear>2004</cYear>
              <doi provider="crossref">10.5194/nhess-4-153-2004</doi>
              <article_title>Estimation uncertainty of direct monetary flood damage to buildings</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib46">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Merz</author>
              <volume>10</volume>
              <issue>3</issue>
              <first_page>509</first_page>
              <cYear>2010</cYear>
              <doi provider="crossref">10.5194/nhess-10-509-2010</doi>
              <article_title>Fluvial flood risk management in a changing world</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib47">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Merz</author>
              <volume>10</volume>
              <issue>8</issue>
              <first_page>1697</first_page>
              <cYear>2010</cYear>
              <doi provider="crossref">10.5194/nhess-10-1697-2010</doi>
              <article_title>Review article 'Assessment of economic flood damage</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib48">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Merz</author>
              <volume>13</volume>
              <issue>1</issue>
              <first_page>53</first_page>
              <cYear>2013</cYear>
              <doi provider="crossref">10.5194/nhess-13-53-2013</doi>
              <article_title>Multi-variate flood damage assessment: a tree-based data-mining approach</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib49">
              <author>Meyer</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib50">
              <author>Penning-Rowsell</author>
              <cYear>2005</cYear>
              <series_title>The Benefits Of Flood And Coastal Risk Management: A Handbook Of Assessment Techniques</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib51">
              <author>Ripley</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib52">
              <journal_title>Bioinformatics</journal_title>
              <author>Saeys</author>
              <volume>23</volume>
              <issue>19</issue>
              <first_page>2507</first_page>
              <cYear>2007</cYear>
              <doi provider="crossref">10.1093/bioinformatics/btm344</doi>
              <article_title>A review of feature selection techniques in bioinformatics</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib53">
              <author>Schloerke</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib54">
              <journal_title>Water Resour. Res.</journal_title>
              <author>Schröter</author>
              <volume>50</volume>
              <issue>4</issue>
              <first_page>3378</first_page>
              <cYear>2014</cYear>
              <doi provider="crossref">10.1002/2013WR014396</doi>
              <article_title>How useful are complex flood damage models?</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib55">
              <author>Schröter</author>
              <cYear>2017</cYear>
              <series_title>3d-Ctiy Flood Damage Module Prototype Implementation</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib56">
              <journal_title>WaterSA</journal_title>
              <author>Smith</author>
              <volume>20</volume>
              <issue>3</issue>
              <first_page>231</first_page>
              <cYear>1994</cYear>
              <article_title>Flood damage estimation - a review of urban stage-damage curves and loss functions</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib57">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Spekkers</author>
              <volume>14</volume>
              <issue>9</issue>
              <first_page>2531</first_page>
              <cYear>2014</cYear>
              <doi provider="crossref">10.5194/nhess-14-2531-2014</doi>
              <article_title>Decision-tree analysis of factors influencing rainfall-related building structure and content damage</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib58">
              <author>Stadler</author>
              <first_page>13</first_page>
              <cYear>2007</cYear>
              <series_title>Proceedings of the 5th International ISPRS Symposium on Spatial Data Quality ISSDQ 2007 in Enschede</series_title>
              <article_title>Spatio-semantic coherence in the integration of 3D city models</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib59">
              <journal_title>Hydrol. Sci. J.</journal_title>
              <author>Takeuchi</author>
              <volume>46</volume>
              <issue>6</issue>
              <first_page>869</first_page>
              <cYear>2001</cYear>
              <doi provider="crossref">10.1080/02626660109492882</doi>
              <article_title>Increasing vulnerability to extreme floods and societal needs of hydrological forecasting</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib60">
              <author>Taubenböck</author>
              <first_page>1</first_page>
              <cYear>2009</cYear>
              <series_title>2009 Joint Urban Remote Sensing Event</series_title>
              <article_title>Integrating remote sensing and social science - the correlation of urban morphology with socioeconomic parameters</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib61">
              <journal_title>Environ. Model. Software</journal_title>
              <author>Teng</author>
              <volume>90</volume>
              <first_page>201</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.1016/j.envsoft.2017.01.006</doi>
              <article_title>Flood inundation modelling: a review of methods, recent advances and uncertainty analysis</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib62">
              <journal_title>Water Resour. Res.</journal_title>
              <author>Thieken</author>
              <volume>41</volume>
              <issue>12</issue>
              <first_page>1</first_page>
              <cYear>2005</cYear>
              <doi provider="crossref">10.1029/2005WR004177</doi>
              <article_title>Flood damage and influencing factors: new insights from the August 2002 flood in Germany</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib63">
              <journal_title>Hydrol. Sci. J.</journal_title>
              <author>Thieken</author>
              <volume>52</volume>
              <issue>5</issue>
              <first_page>1016</first_page>
              <cYear>2007</cYear>
              <doi provider="crossref">10.1623/hysj.52.5.1016</doi>
              <article_title>Coping with floods: preparedness, response and recovery of flood-affected residents in Germany in 2002</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib64">
              <author>Thieken</author>
              <cYear>2008</cYear>
              <series_title>Development And Evaluation Of Flemops - A New Flood Loss Estimation Model For The Private Sector</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib65">
              <author>Thieken</author>
              <volume>vol. 7</volume>
              <first_page>95</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.1002/9781119217930.ch7</doi>
              <series_title>Geophysical monograph 228</series_title>
              <article_title>Data collection for a better understanding of what causes flood damage: experiences with telephone surveys: in Flood damage survey and assessment: new insights from research and practice</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib66">
              <journal_title>Living Rev. Landsc. Res.</journal_title>
              <author>Uuemaa</author>
              <volume>3</volume>
              <first_page>2009</first_page>
              <cYear>2009</cYear>
              <doi provider="crossref">10.12942/lrlr-2009-1</doi>
              <article_title>Landscape metrics and indices: an overview of their use in landscape research</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib67">
              <author>Vogel</author>
              <first_page>347</first_page>
              <cYear>2012</cYear>
              <series_title>Proceedings of the 6th European Workshop on Probabilistic Graphical Models (PGM 2012)</series_title>
              <article_title>Flood damage and influencing factors: a bayesian network perspective</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib68">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Wagenaar</author>
              <volume>16</volume>
              <issue>1</issue>
              <first_page>1</first_page>
              <cYear>2016</cYear>
              <doi provider="crossref">10.5194/nhess-16-1-2016</doi>
              <article_title>de: uncertainty in flood damage estimates and its potential effect on investment decisions</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib69">
              <journal_title>Nat. Hazards Earth Syst. Sci.</journal_title>
              <author>Wagenaar</author>
              <volume>17</volume>
              <issue>9</issue>
              <first_page>1683</first_page>
              <cYear>2017</cYear>
              <doi provider="crossref">10.5194/nhess-17-1683-2017</doi>
              <article_title>Multi-variable flood damage modelling with limited data using supervised learning approaches</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib70">
              <journal_title>J. Hydrol.</journal_title>
              <author>Wang</author>
              <volume>527</volume>
              <first_page>1130</first_page>
              <cYear>2015</cYear>
              <doi provider="crossref">10.1016/j.jhydrol.2015.06.008</doi>
              <article_title>Flood hazard risk assessment model based on random forest</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib71">
              <journal_title>J. Stat. Software</journal_title>
              <author>Wickham</author>
              <volume>21</volume>
              <issue>12</issue>
              <first_page>1</first_page>
              <cYear>2007</cYear>
              <article_title>Reshaping data with the reshape package</article_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib72">
              <author>Wickham</author>
              <cYear>2009</cYear>
              <series_title>ggplot2: Elegant Graphics for Data Analysis</series_title>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib73">
              <author>Wickham</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib74">
              <author>Wickham</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib75">
              <author>Wickham</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib76">
              <author>Wickham</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib77">
              <author>Wickham</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib78">
              <author>Zambrano-Bigiarini</author>
            </citation>
            <citation key="10.1016/j.envsoft.2018.03.032_bib79">
              <author>Zoltak</author>
            </citation>
          </citation_list>
        </journal_article>
      </journal>
    </crossref>
  </doi_record>
</doi_records>