LEADER 04633nam 22004935 450 001 9910337900903321 005 20200706062338.0 010 $a3-319-73383-4 024 7 $a10.1007/978-3-319-73383-8 035 $a(CKB)4100000007204891 035 $a(MiAaPQ)EBC5614883 035 $a(DE-He213)978-3-319-73383-8 035 $a(PPN)232964076 035 $a(EXLCZ)994100000007204891 100 $a20181212d2019 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aNatural Hazards GIS-Based Spatial Modeling Using Data Mining Techniques /$fedited by Hamid Reza Pourghasemi, Mauro Rossi 205 $a1st ed. 2019. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2019. 215 $a1 online resource (311 pages) 225 1 $aAdvances in Natural and Technological Hazards Research,$x1878-9897 ;$v48 311 $a3-319-73382-6 327 $aGully erosion modeling using GIS-based data mining techniques in Northern Iran; a comparison between boosted regression tree and multivariate adaptive regression spline -- Concepts for Improving Machine Learning Based Landslide Assessment -- Multi-hazard assessment modeling using multi-criteria analysis and GIS: a case study -- Assessment of the contribution of geo-environmental factors to flood inundation in a semi-arid region of SW Iran: comparison of different advanced modeling approaches -- Land Subsidence modelling using data mining techniques. The case study of Western Thessaly, Greece -- Application of fuzzy analytical network process model for analyzing the gully erosion susceptibility -- Landslide susceptibility prediction maps: from blind-testing to uncertainty of class membership: a review of past and present developments -- Earthquake events modeling using multi-criteria decision analysis in Iran -- Prediction of Rainfall as One of the Main Variables in Several Natural Disasters -- Landslide Inventory, Sampling & Effect of Sampling Strategies on Landslide Susceptibility/Hazard Modelling at a Glance -- GIS-based landslide susceptibility evaluation using certainty factor and index of entropy ensembled with alternating decision tree models -- Evaluation of Sentinel-2 MSI and Pleiades 1B imagery in forest fire susceptibility assessment in temperate regions of Central and Eastern Europe. A case study of Romania -- Monitoring and Management of Land Subsidence induced by over-exploitation of groundwater -- A VEGETATED VARIATION MODEL FOR THE FLOODPLAIN OF LOWER MEKONG DELTA DERIVED FROM MULTI-TEMPORAL ERS-2 AND SENTINEL-1 DATA. 330 $aThis edited volume assesses capabilities of data mining algorithms for spatial modeling of natural hazards in different countries based on a collection of essays written by experts in the field. The book is organized on different hazards including landslides, flood, forest fire, land subsidence, earthquake, and gully erosion. Chapters were peer-reviewed by recognized scholars in the field of natural hazards research. Each chapter provides an overview on the topic, methods applied, and discusses examples used. The concepts and methods are explained at a level that allows undergraduates to understand and other readers learn through examples. This edited volume is shaped and structured to provide the reader with a comprehensive overview of all covered topics. It serves as a reference for researchers from different fields including land surveying, remote sensing, cartography, GIS, geophysics, geology, natural resources, and geography. It also serves as a guide for researchers, students, organizations, and decision makers active in land use planning and hazard management. 410 0$aAdvances in Natural and Technological Hazards Research,$x1878-9897 ;$v48 606 $aNatural disasters 606 $aData mining 606 $aNatural Hazards$3https://scigraph.springernature.com/ontologies/product-market-codes/G32000 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 615 0$aNatural disasters. 615 0$aData mining. 615 14$aNatural Hazards. 615 24$aData Mining and Knowledge Discovery. 676 $a006.312 702 $aPourghasemi$b Hamid Reza$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aRossi$b Mauro$4edt$4http://id.loc.gov/vocabulary/relators/edt 906 $aBOOK 912 $a9910337900903321 996 $aNatural Hazards GIS-Based Spatial Modeling Using Data Mining Techniques$92159160 997 $aUNINA