{"id":"https://openalex.org/W3125579163","doi":"https://doi.org/10.1109/scisisis50064.2020.9322692","title":"Variable Importance Measures based on Ensemble Learning Methods for Convective Storm Tracking","display_name":"Variable Importance Measures based on Ensemble Learning Methods for Convective Storm Tracking","publication_year":2020,"publication_date":"2020-12-05","ids":{"openalex":"https://openalex.org/W3125579163","doi":"https://doi.org/10.1109/scisisis50064.2020.9322692","mag":"3125579163"},"language":"en","primary_location":{"id":"doi:10.1109/scisisis50064.2020.9322692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scisisis50064.2020.9322692","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems (SCIS-ISIS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075257352","display_name":"Hansoo Lee","orcid":"https://orcid.org/0000-0003-3132-7420"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hansoo Lee","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023860451","display_name":"Jonggeun Kim","orcid":"https://orcid.org/0000-0002-1254-1643"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jonggeun Kim","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004904498","display_name":"Seunghwan Jung","orcid":"https://orcid.org/0000-0002-6501-0504"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seunghwan Jung","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100332518","display_name":"Minseok Kim","orcid":"https://orcid.org/0000-0002-3291-5729"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minseok Kim","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004154176","display_name":"Baekcheon Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Baekcheon Kim","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea","institution_ids":["https://openalex.org/I4921948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047492763","display_name":"Sungshin Kim","orcid":"https://orcid.org/0000-0003-4932-5458"},"institutions":[{"id":"https://openalex.org/I4921948","display_name":"Pusan National University","ror":"https://ror.org/01an57a31","country_code":"KR","type":"education","lineage":["https://openalex.org/I4921948"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungshin Kim","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Pusan National University, Busan, South Korea","institution_ids":["https://openalex.org/I4921948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5075257352"],"corresponding_institution_ids":["https://openalex.org/I4921948"],"apc_list":null,"apc_paid":null,"fwci":0.1151,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.51372528,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"207","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10466","display_name":"Meteorological Phenomena and Simulations","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9929999709129333,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11234","display_name":"Precipitation Measurement and Analysis","score":0.991100013256073,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.8413569927215576},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7129064202308655},{"id":"https://openalex.org/keywords/convective-storm-detection","display_name":"Convective storm detection","score":0.622842013835907},{"id":"https://openalex.org/keywords/storm","display_name":"Storm","score":0.6201472282409668},{"id":"https://openalex.org/keywords/doppler-radar","display_name":"Doppler radar","score":0.5712712407112122},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5426424741744995},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.5297191143035889},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5228182077407837},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.5040847063064575},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4896309971809387},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4783724844455719},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4576531648635864},{"id":"https://openalex.org/keywords/weather-forecasting","display_name":"Weather forecasting","score":0.4356095790863037},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33998554944992065},{"id":"https://openalex.org/keywords/meteorology","display_name":"Meteorology","score":0.2617335319519043}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.8413569927215576},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7129064202308655},{"id":"https://openalex.org/C192932206","wikidata":"https://www.wikidata.org/wiki/Q16951299","display_name":"Convective storm detection","level":3,"score":0.622842013835907},{"id":"https://openalex.org/C105306849","wikidata":"https://www.wikidata.org/wiki/Q81054","display_name":"Storm","level":2,"score":0.6201472282409668},{"id":"https://openalex.org/C2778559676","wikidata":"https://www.wikidata.org/wiki/Q1334213","display_name":"Doppler radar","level":3,"score":0.5712712407112122},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5426424741744995},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.5297191143035889},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5228182077407837},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.5040847063064575},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4896309971809387},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4783724844455719},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4576531648635864},{"id":"https://openalex.org/C21001229","wikidata":"https://www.wikidata.org/wiki/Q182868","display_name":"Weather forecasting","level":2,"score":0.4356095790863037},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33998554944992065},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.2617335319519043},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/scisisis50064.2020.9322692","is_oa":false,"landing_page_url":"https://doi.org/10.1109/scisisis50064.2020.9322692","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems (SCIS-ISIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7599999904632568,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G372600017","display_name":null,"funder_award_id":"2018R1A2B6005123","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W47077298","https://openalex.org/W602821014","https://openalex.org/W1620611560","https://openalex.org/W1678356000","https://openalex.org/W1916041339","https://openalex.org/W1922017469","https://openalex.org/W1969331456","https://openalex.org/W2016184960","https://openalex.org/W2038044292","https://openalex.org/W2056132907","https://openalex.org/W2058913535","https://openalex.org/W2082702631","https://openalex.org/W2131704473","https://openalex.org/W2160434530","https://openalex.org/W2167101736","https://openalex.org/W2581174511","https://openalex.org/W2601923741","https://openalex.org/W2911964244","https://openalex.org/W2998216295","https://openalex.org/W4285719527","https://openalex.org/W6601907143","https://openalex.org/W6636389049","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W217340687","https://openalex.org/W1523067034","https://openalex.org/W3125579163","https://openalex.org/W2003135288","https://openalex.org/W2032534360","https://openalex.org/W2000060704","https://openalex.org/W146815465","https://openalex.org/W1994348997","https://openalex.org/W2368024616","https://openalex.org/W3099847871"],"abstract_inverted_index":{"Convective":[0],"storms":[1,19],"are":[2,65],"hazardous":[3],"weather":[4],"events":[5],"that":[6,116],"cause":[7],"significant":[8],"damages":[9],"to":[10,45,60,68,114],"life":[11],"and":[12,50,79,106],"property.":[13],"Advanced":[14],"devices":[15],"allow":[16],"observing":[17],"the":[18,21,62,88,117],"in":[20],"operations,":[22],"especially":[23],"Doppler":[24],"radars,":[25],"which":[26],"can":[27],"provide":[28],"a":[29],"wide":[30],"observation":[31,103],"area":[32],"with":[33],"high":[34],"spatiotemporal":[35],"resolution.":[36],"Consequently,":[37],"meteorological":[38],"experts":[39],"should":[40],"make":[41,120],"more":[42],"considerable":[43],"effort":[44],"derive":[46],"analysis":[47],"results":[48],"quickly":[49],"accurately.":[51],"Recently,":[52],"machine":[53,70],"learning-based":[54],"methods":[55],"have":[56],"been":[57],"presenting":[58],"solutions":[59],"relieve":[61],"burden.":[63],"There":[64],"essential":[66],"issues":[67],"apply":[69],"learning":[71],"methods,":[72],"such":[73],"as":[74],"model":[75],"selection,":[76],"feature":[77,80,89],"extraction,":[78],"selection.":[81],"In":[82],"this":[83],"paper,":[84],"we":[85],"focused":[86],"on":[87,98],"selection":[90],"for":[91],"implementing":[92],"convective":[93],"storm":[94],"tracking":[95],"method":[96],"based":[97],"ensemble":[99],"methods.":[100],"By":[101],"actual":[102],"radar":[104],"data":[105],"derived":[107],"variable":[108],"importance":[109],"measures,":[110],"it":[111],"is":[112],"possible":[113],"conclude":[115],"reduced":[118],"features":[119],"better":[121],"performances":[122],"than":[123],"others.":[124]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
