{"id":"https://openalex.org/W4392981717","doi":"https://doi.org/10.1109/icaiic60209.2024.10463456","title":"A Study on TVAE-Based Data Augmentation and Verification to Predict Physiologically Active Ingredients of Medicine Plants According to Climate Change","display_name":"A Study on TVAE-Based Data Augmentation and Verification to Predict Physiologically Active Ingredients of Medicine Plants According to Climate Change","publication_year":2024,"publication_date":"2024-02-19","ids":{"openalex":"https://openalex.org/W4392981717","doi":"https://doi.org/10.1109/icaiic60209.2024.10463456"},"language":"en","primary_location":{"id":"doi:10.1109/icaiic60209.2024.10463456","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icaiic60209.2024.10463456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","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/A5052992006","display_name":"Hyunjo Lee","orcid":"https://orcid.org/0000-0002-1316-6822"},"institutions":[{"id":"https://openalex.org/I172553438","display_name":"Jeonju National University of Education","ror":"https://ror.org/054e4t190","country_code":"KR","type":"education","lineage":["https://openalex.org/I172553438"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyunjo Lee","raw_affiliation_strings":["Korea National University of Agriculture and Fisherie,Department of General Education,Jeonju,South Korea","Department of General Education, Korea National University of Agriculture and Fisherie, Jeonju, South Korea"],"affiliations":[{"raw_affiliation_string":"Korea National University of Agriculture and Fisherie,Department of General Education,Jeonju,South Korea","institution_ids":["https://openalex.org/I172553438"]},{"raw_affiliation_string":"Department of General Education, Korea National University of Agriculture and Fisherie, Jeonju, South Korea","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006558854","display_name":"Cheol-Joo Chae","orcid":"https://orcid.org/0009-0001-7555-4070"},"institutions":[{"id":"https://openalex.org/I172553438","display_name":"Jeonju National University of Education","ror":"https://ror.org/054e4t190","country_code":"KR","type":"education","lineage":["https://openalex.org/I172553438"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Cheol-Joo Chae","raw_affiliation_strings":["Korea National University of Agriculture and Fisherie,Department of General Education,Jeonju,South Korea","Department of General Education, Korea National University of Agriculture and Fisherie, Jeonju, South Korea"],"affiliations":[{"raw_affiliation_string":"Korea National University of Agriculture and Fisherie,Department of General Education,Jeonju,South Korea","institution_ids":["https://openalex.org/I172553438"]},{"raw_affiliation_string":"Department of General Education, Korea National University of Agriculture and Fisherie, Jeonju, South Korea","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5052992006"],"corresponding_institution_ids":["https://openalex.org/I172553438"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03537056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"32","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12385","display_name":"Food Quality and Safety Studies","score":0.9569000005722046,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12385","display_name":"Food Quality and Safety Studies","score":0.9569000005722046,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T14137","display_name":"Agriculture, Soil, Plant Science","score":0.9388999938964844,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/active-ingredient","display_name":"Active ingredient","score":0.524279773235321},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5163187384605408},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.4478231966495514},{"id":"https://openalex.org/keywords/biochemical-engineering","display_name":"Biochemical engineering","score":0.3622303903102875},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.20864275097846985},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.18043038249015808},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13556432723999023},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08609971404075623},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.08076721429824829}],"concepts":[{"id":"https://openalex.org/C45904493","wikidata":"https://www.wikidata.org/wiki/Q912807","display_name":"Active ingredient","level":2,"score":0.524279773235321},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5163187384605408},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.4478231966495514},{"id":"https://openalex.org/C183696295","wikidata":"https://www.wikidata.org/wiki/Q2487696","display_name":"Biochemical engineering","level":1,"score":0.3622303903102875},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20864275097846985},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.18043038249015808},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13556432723999023},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08609971404075623},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.08076721429824829}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icaiic60209.2024.10463456","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icaiic60209.2024.10463456","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 International Conference on Artificial Intelligence in Information and Communication (ICAIIC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8199999928474426,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"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":17,"referenced_works":["https://openalex.org/W1560107318","https://openalex.org/W1983865151","https://openalex.org/W2295598076","https://openalex.org/W2617413812","https://openalex.org/W2796358601","https://openalex.org/W2984960739","https://openalex.org/W3017541653","https://openalex.org/W3182706339","https://openalex.org/W4205671364","https://openalex.org/W4244895750","https://openalex.org/W4245025224","https://openalex.org/W4288296172","https://openalex.org/W4311089294","https://openalex.org/W4318476511","https://openalex.org/W4366374042","https://openalex.org/W4384701390","https://openalex.org/W6765451912"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4244777403","https://openalex.org/W4231699368","https://openalex.org/W4249953473","https://openalex.org/W4243609823","https://openalex.org/W4231422320","https://openalex.org/W2073086433","https://openalex.org/W4389149585","https://openalex.org/W2484084815","https://openalex.org/W2049058116"],"abstract_inverted_index":{"Climate":[0],"change,":[1,91],"including":[2],"rising":[3],"temperatures,":[4],"droughts,":[5],"and":[6,29,53,132,154,180],"floods,":[7],"has":[8],"recently":[9],"become":[10],"a":[11,70,84,116],"global":[12],"concern.":[13],"In":[14,33,65],"the":[15,27,75,101,109,113,124,149,158,166,169,186,190,195],"agricultural":[16],"sector,":[17],"it":[18],"is":[19,59],"anticipated":[20],"that":[21,72],"climate":[22,63,90,95],"change":[23,96],"will":[24],"significantly":[25],"affect":[26],"characteristics":[28],"productivity":[30,58],"of":[31,80,103,123,142,152,163,168,199],"crops.":[32],"particular,":[34],"medicinal":[35,86],"plants":[36],"are":[37,157],"used":[38],"as":[39,47],"raw":[40],"materials":[41],"in":[42,137,145,193],"various":[43],"industrial":[44],"areas":[45],"such":[46],"health":[48],"functional":[49],"foods,":[50],"natural":[51],"medicines,":[52],"living":[54],"materials.":[55],"However,":[56],"their":[57],"decreasing":[60],"due":[61],"to":[62,89,99,147],"change.":[64],"this":[66],"paper,":[67],"we":[68,107],"propose":[69],"model":[71,184,188],"can":[73],"predict":[74,148],"physiological":[76,160,196],"active":[77,161,197],"ingredient":[78],"index":[79],"Cnidium":[81,164],"Officinale":[82],"Makino,":[83],"representative":[85],"crop":[87],"vulnerable":[88],"based":[92],"on":[93],"different":[94],"scenarios.":[97],"First,":[98],"address":[100],"issue":[102],"imbalanced":[104],"data":[105,111,118,126],"collection,":[106],"augmented":[108,125],"collected":[110],"using":[112,129,173],"TVAE":[114],"algorithm,":[115],"structured":[117],"generation":[119],"model.":[120],"The":[121],"quality":[122,141],"was":[127,171],"assessed":[128],"column":[130,133],"shape":[131],"pair":[134],"trends,":[135],"resulting":[136],"an":[138],"average":[139],"overall":[140],"89%.":[143],"Secondly,":[144],"order":[146],"total":[150],"contents":[151],"phenol":[153],"flavonoid,":[155],"which":[156],"main":[159],"ingredients":[162,198],"Officinale,":[165],"accuracy":[167,192],"predictions":[170],"evaluated":[172],"five":[174],"models:":[175],"RF,":[176],"SVR,":[177],"XGBoost,":[178],"AdaBoost,":[179],"LightBGM.":[181],"After":[182],"evaluating":[183],"performance,":[185],"XGBoost":[187],"demonstrated":[189],"highest":[191],"predicting":[194],"C.":[200],"officinale.":[201]},"counts_by_year":[],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
