{"id":"https://openalex.org/W4280596659","doi":"https://doi.org/10.1080/24751839.2022.2062918","title":"COLAFOS: a hybrid machine learning model to forecast potential coseismic landslides severity","display_name":"COLAFOS: a hybrid machine learning model to forecast potential coseismic landslides severity","publication_year":2022,"publication_date":"2022-05-11","ids":{"openalex":"https://openalex.org/W4280596659","doi":"https://doi.org/10.1080/24751839.2022.2062918"},"language":"en","primary_location":{"id":"doi:10.1080/24751839.2022.2062918","is_oa":true,"landing_page_url":"https://doi.org/10.1080/24751839.2022.2062918","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2022.2062918?needAccess=true","source":{"id":"https://openalex.org/S4210226961","display_name":"Journal of Information and Telecommunication","issn_l":"2475-1839","issn":["2475-1839","2475-1847"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Telecommunication","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2022.2062918?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064193809","display_name":"Anastasios Panagiotis Psathas","orcid":"https://orcid.org/0000-0003-3779-6754"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Anastasios Panagiotis Psathas","raw_affiliation_strings":["Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece"],"raw_orcid":"https://orcid.org/0000-0003-3779-6754","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045804226","display_name":"Antoni\u03bfs Papaleonidas","orcid":"https://orcid.org/0000-0002-0545-7638"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Antonios Papaleonidas","raw_affiliation_strings":["Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece"],"raw_orcid":"https://orcid.org/0000-0002-0545-7638","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013635993","display_name":"Lazaros Iliadis","orcid":"https://orcid.org/0000-0002-6404-1528"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Lazaros Iliadis","raw_affiliation_strings":["Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece"],"raw_orcid":"https://orcid.org/0000-0002-6404-1528","affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070738657","display_name":"George Papathanassiou","orcid":"https://orcid.org/0000-0001-6720-9683"},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"George Papathanassiou","raw_affiliation_strings":["Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080656611","display_name":"Sotirios Valkaniotis","orcid":null},"institutions":[{"id":"https://openalex.org/I147962203","display_name":"Democritus University of Thrace","ror":"https://ror.org/03bfqnx40","country_code":"GR","type":"education","lineage":["https://openalex.org/I147962203"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Sotirios Valkaniotis","raw_affiliation_strings":["Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering, Democritus University of Thrace, Xanthi, Greece","institution_ids":["https://openalex.org/I147962203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5064193809"],"corresponding_institution_ids":["https://openalex.org/I147962203"],"apc_list":{"value":925,"currency":"GBP","value_usd":1134},"apc_paid":{"value":925,"currency":"GBP","value_usd":1134},"fwci":1.1503,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.8302288,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"6","issue":"4","first_page":"420","last_page":"449"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10535","display_name":"Landslides and related hazards","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12729","display_name":"Tree Root and Stability Studies","score":0.9861000180244446,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11046","display_name":"Geotechnical Engineering and Analysis","score":0.9724000096321106,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/landslide","display_name":"Landslide","score":0.7603852152824402},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7596200704574585},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.5654592514038086},{"id":"https://openalex.org/keywords/subspace-topology","display_name":"Subspace topology","score":0.5574227571487427},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5451568365097046},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.48908931016921997},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4831123352050781},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.460041344165802},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4264846444129944},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41414016485214233},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.30833321809768677},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.2902657985687256},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16830167174339294},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.167720228433609}],"concepts":[{"id":"https://openalex.org/C186295008","wikidata":"https://www.wikidata.org/wiki/Q167903","display_name":"Landslide","level":2,"score":0.7603852152824402},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7596200704574585},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.5654592514038086},{"id":"https://openalex.org/C32834561","wikidata":"https://www.wikidata.org/wiki/Q660730","display_name":"Subspace topology","level":2,"score":0.5574227571487427},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5451568365097046},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.48908931016921997},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4831123352050781},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.460041344165802},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4264846444129944},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41414016485214233},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.30833321809768677},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2902657985687256},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16830167174339294},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.167720228433609},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/24751839.2022.2062918","is_oa":true,"landing_page_url":"https://doi.org/10.1080/24751839.2022.2062918","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2022.2062918?needAccess=true","source":{"id":"https://openalex.org/S4210226961","display_name":"Journal of Information and Telecommunication","issn_l":"2475-1839","issn":["2475-1839","2475-1847"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Telecommunication","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:663d87a1a41e4dae8a69edde2eb1b51d","is_oa":true,"landing_page_url":"https://doaj.org/article/663d87a1a41e4dae8a69edde2eb1b51d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Information and Telecommunication, Vol 6, Iss 4, Pp 420-449 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1080/24751839.2022.2062918","is_oa":true,"landing_page_url":"https://doi.org/10.1080/24751839.2022.2062918","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/24751839.2022.2062918?needAccess=true","source":{"id":"https://openalex.org/S4210226961","display_name":"Journal of Information and Telecommunication","issn_l":"2475-1839","issn":["2475-1839","2475-1847"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information and Telecommunication","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4280596659.pdf"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W128430084","https://openalex.org/W161157074","https://openalex.org/W572575343","https://openalex.org/W585358051","https://openalex.org/W1057892209","https://openalex.org/W1924290394","https://openalex.org/W1965524806","https://openalex.org/W1968969471","https://openalex.org/W1970702871","https://openalex.org/W1977009955","https://openalex.org/W1978338336","https://openalex.org/W1981959792","https://openalex.org/W1982623886","https://openalex.org/W1988790447","https://openalex.org/W1990368529","https://openalex.org/W1991113773","https://openalex.org/W1995654265","https://openalex.org/W2006905738","https://openalex.org/W2007051936","https://openalex.org/W2021866405","https://openalex.org/W2022684724","https://openalex.org/W2027443997","https://openalex.org/W2047329594","https://openalex.org/W2054060475","https://openalex.org/W2062198238","https://openalex.org/W2063375278","https://openalex.org/W2068975995","https://openalex.org/W2092739438","https://openalex.org/W2098681477","https://openalex.org/W2113076747","https://openalex.org/W2113650128","https://openalex.org/W2116982756","https://openalex.org/W2122111042","https://openalex.org/W2122319442","https://openalex.org/W2131575085","https://openalex.org/W2132347800","https://openalex.org/W2139348131","https://openalex.org/W2145210616","https://openalex.org/W2146227916","https://openalex.org/W2147663465","https://openalex.org/W2170861447","https://openalex.org/W2266288444","https://openalex.org/W2575041524","https://openalex.org/W2592389775","https://openalex.org/W2610607883","https://openalex.org/W2761016817","https://openalex.org/W2805701707","https://openalex.org/W2805738078","https://openalex.org/W2806029389","https://openalex.org/W2887889235","https://openalex.org/W2888397452","https://openalex.org/W2899231680","https://openalex.org/W2899689042","https://openalex.org/W2911893501","https://openalex.org/W2922415009","https://openalex.org/W2968023343","https://openalex.org/W3006384108","https://openalex.org/W3016783535","https://openalex.org/W3031244906","https://openalex.org/W3100663956","https://openalex.org/W3101477643","https://openalex.org/W3105578466","https://openalex.org/W3109171118","https://openalex.org/W3137479531","https://openalex.org/W4210779195","https://openalex.org/W4239448463","https://openalex.org/W4256669726","https://openalex.org/W4383875632"],"related_works":["https://openalex.org/W2327035729","https://openalex.org/W2348748958","https://openalex.org/W3039673966","https://openalex.org/W1538046993","https://openalex.org/W1570592793","https://openalex.org/W1525436954","https://openalex.org/W2385662756","https://openalex.org/W2585372724","https://openalex.org/W2241444561","https://openalex.org/W1502951582"],"abstract_inverted_index":{"Timely":[0],"and":[1,12,54,77,94,123,127,153],"rational":[2],"prediction":[3],"of":[4,14,47,57,71,121,140,162,197],"coseismic":[5,111],"landslides":[6,112],"is":[7,80,170],"crucial":[8],"for":[9,74,125,137],"the":[10,29,48,51,55,69,85,89,95,110,138,160,163,166,182,186,191,195,198],"design":[11],"development":[13],"key":[15],"infrastructure":[16],"capable":[17],"to":[18,107,114,147,158],"protect":[19],"human":[20],"lives":[21],"in":[22,181],"seismically":[23],"active":[24],"regions.":[25],"This":[26],"research":[27],"introduces":[28],"novel":[30],"Hybrid":[31],"Coseismic":[32],"Landslide":[33],"Forecasting":[34],"model":[35,62,105],"(COLAFOS)":[36],"that":[37,168],"takes":[38],"into":[39],"consideration":[40],"three":[41],"parameters":[42],"namely:":[43],"The":[44,60,103,130],"Average":[45],"Slope":[46,52],"Active":[49],"Areas,":[50],"Aspect":[53],"types":[56],"Geological":[58],"forms.":[59],"developed":[61],"was":[63,179],"tested":[64],"on":[65],"two":[66],"datasets":[67,187],"from":[68],"island":[70],"Lefkada":[72],"Greece,":[73],"years":[75],"2003":[76,126],"2015.":[78],"COLAFOS":[79],"a":[81,118,171],"hybrid":[82],"model,":[83],"employing":[84],"Fuzzy":[86],"c-Means":[87],"clustering,":[88],"Ensemble":[90,96],"Adaptive":[91],"Boosting":[92],"(ENS_AdaBoost)":[93],"Subspace":[97],"k-Nearest":[98],"Neighbour":[99],"(ENSUB":[100],"k-NN)":[101],"algorithms.":[102],"introduced":[104],"managed":[106],"correctly":[108],"classify":[109],"according":[113],"their":[115],"severity,":[116,142],"with":[117],"success":[119],"rate":[120],"70.07%":[122],"72.88%":[124],"2015,":[128],"respectively.":[129],"algorithm":[131],"has":[132],"shown":[133],"very":[134],"good":[135],"performance":[136,161],"classes":[139],"major":[141],"reaching":[143],"an":[144],"accuracy":[145],"up":[146],"92%.":[148],"Accuracy,":[149],"Sensitivity,":[150],"Specificity,":[151],"Precision":[152],"F-1":[154],"Score,":[155],"were":[156,188],"used":[157,180],"evaluate":[159],"model.":[164,199],"Given":[165],"fact":[167],"this":[169],"multi-class":[172],"classification":[173],"problem,":[174],"\u2018One":[175],"Versus":[176],"All\u2019":[177],"Strategy":[178],"evaluation":[183,192],"process.":[184],"Although":[185],"relatively":[189],"unbalanced,":[190],"indices":[193],"sealed":[194],"efficiency":[196]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}