{"id":"https://openalex.org/W4392863113","doi":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","title":"APPLICATION OF SUPPORT VECTOR MACHINE FOR CLASS IMBALANCE LEARNING TO PREDICT ANTICANCER COMPOUNDS OF MEDICINAL PLANTS IN WEST SULAWESI","display_name":"APPLICATION OF SUPPORT VECTOR MACHINE FOR CLASS IMBALANCE LEARNING TO PREDICT ANTICANCER COMPOUNDS OF MEDICINAL PLANTS IN WEST SULAWESI","publication_year":2024,"publication_date":"2024-03-01","ids":{"openalex":"https://openalex.org/W4392863113","doi":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150"},"language":"en","primary_location":{"id":"doi:10.30598/barekengvol18iss1pp0141-0150","doi":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","is_oa":true,"landing_page_url":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","pdf_url":"https://ojs3.unpatti.ac.id/index.php/barekeng/article/download/10087/7553","source":{"id":"https://openalex.org/S4210230638","display_name":"BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN","issn_l":"1978-7227","issn":["1978-7227","2615-3017"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","jufo-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BAREKENG: Jurnal Ilmu Matematika dan Terapan","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs3.unpatti.ac.id/index.php/barekeng/article/download/10087/7553","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029651079","display_name":"Hikmah Hikmah","orcid":"https://orcid.org/0000-0002-5727-2651","observed_orcids":["https://orcid.org/0000-0002-5727-2651"]},"institutions":[{"id":"https://openalex.org/I4210144564","display_name":"Universitas Sulawesi Barat","ror":"https://ror.org/04mfr5763","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210144564"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hikmah Hikmah","raw_affiliation_strings":["Department of Statistics, Faculty of Mathematics and Natural Sciences, University of West Sulawesi , Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, Faculty of Mathematics and Natural Sciences, University of West Sulawesi , Indonesia","institution_ids":["https://openalex.org/I4210144564"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043950357","display_name":"Nur Hilal A. Syahrir","orcid":"https://orcid.org/0000-0002-0421-9064","observed_orcids":["https://orcid.org/0000-0002-0421-9064"]},"institutions":[{"id":"https://openalex.org/I4210144564","display_name":"Universitas Sulawesi Barat","ror":"https://ror.org/04mfr5763","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210144564"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Nur Hilal A Syahrir","raw_affiliation_strings":["Department of Statistics, Faculty of Mathematics and Natural Sciences, University of West Sulawesi , Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, Faculty of Mathematics and Natural Sciences, University of West Sulawesi , Indonesia","institution_ids":["https://openalex.org/I4210144564"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021688863","display_name":"Putri Indi Rahayu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210144564","display_name":"Universitas Sulawesi Barat","ror":"https://ror.org/04mfr5763","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210144564"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Putri Indi Rahayu","raw_affiliation_strings":["Department of Statistics, Faculty of Mathematics and Natural Sciences, University of West Sulawesi , Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics, Faculty of Mathematics and Natural Sciences, University of West Sulawesi , Indonesia","institution_ids":["https://openalex.org/I4210144564"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210144564"],"apc_list":null,"apc_paid":null,"fwci":0.1334,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.34021974,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"18","issue":"1","first_page":"0141","last_page":"0150"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.8687000274658203,"subfield":{"id":"https://openalex.org/subfields/3002","display_name":"Drug Discovery"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.8687000274658203,"subfield":{"id":"https://openalex.org/subfields/3002","display_name":"Drug Discovery"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.09200000017881393,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.00570000009611249,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.8450000286102295},{"id":"https://openalex.org/keywords/imbalanced-data-classification","display_name":"imbalanced classification","score":0.8510000109672546},{"id":"https://openalex.org/keywords/anticancer-activity-prediction","display_name":"anticancer activity prediction","score":0.878000020980835},{"id":"https://openalex.org/keywords/medicinal-plants","display_name":"medicinal plants","score":0.9750000238418579},{"id":"https://openalex.org/keywords/west-sulawesi","display_name":"West Sulawesi","score":0.8510000109672546},{"id":"https://openalex.org/keywords/curcumin","display_name":"curcumin","score":0.7720000147819519},{"id":"https://openalex.org/keywords/annona-muricata","display_name":"Annona muricata","score":0.9340000152587891},{"id":"https://openalex.org/keywords/undersampling","display_name":"undersampling","score":0.5759999752044678},{"id":"https://openalex.org/keywords/adasyn","display_name":"ADASYN","score":0.9649999737739563},{"id":"https://openalex.org/keywords/high-throughput-screening","display_name":"high-throughput screening","score":0.5329999923706055},{"id":"https://openalex.org/keywords/bioactive-compounds","display_name":"bioactive compounds","score":0.7789999842643738},{"id":"https://openalex.org/keywords/ethnobotany","display_name":"ethnobotany","score":0.7059999704360962}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.782177209854126},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6775594353675842},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4563212990760803},{"id":"https://openalex.org/C92087593","wikidata":"https://www.wikidata.org/wiki/Q427389","display_name":"Vector (molecular biology)","level":4,"score":0.4296312928199768},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4282366633415222},{"id":"https://openalex.org/C3018146709","wikidata":"https://www.wikidata.org/wiki/Q974135","display_name":"Anticancer drug","level":3,"score":0.4159373342990875},{"id":"https://openalex.org/C556039675","wikidata":"https://www.wikidata.org/wiki/Q771035","display_name":"Traditional medicine","level":1,"score":0.3789336681365967},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3717014789581299},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.27014991641044617},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.24759531021118164},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2356131672859192},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.05871573090553284},{"id":"https://openalex.org/C2780035454","wikidata":"https://www.wikidata.org/wiki/Q8386","display_name":"Drug","level":2,"score":0.05723521113395691},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C40767141","wikidata":"https://www.wikidata.org/wiki/Q285697","display_name":"Recombinant DNA","level":3,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.30598/barekengvol18iss1pp0141-0150","doi":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","is_oa":true,"landing_page_url":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","pdf_url":"https://ojs3.unpatti.ac.id/index.php/barekeng/article/download/10087/7553","source":{"id":"https://openalex.org/S4210230638","display_name":"BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN","issn_l":"1978-7227","issn":["1978-7227","2615-3017"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","jufo-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BAREKENG: Jurnal Ilmu Matematika dan Terapan","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0978230f698f41d380140eefb70917ee","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/0978230f698f41d380140eefb70917ee","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Barekeng, Vol 18, Iss 1, Pp 0141-0150 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.30598/barekengvol18iss1pp0141-0150","doi":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","is_oa":true,"landing_page_url":"https://doi.org/10.30598/barekengvol18iss1pp0141-0150","pdf_url":"https://ojs3.unpatti.ac.id/index.php/barekeng/article/download/10087/7553","source":{"id":"https://openalex.org/S4210230638","display_name":"BAREKENG JURNAL ILMU MATEMATIKA DAN TERAPAN","issn_l":"1978-7227","issn":["1978-7227","2615-3017"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","jufo-1"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BAREKENG: Jurnal Ilmu Matematika dan Terapan","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8048999905586243}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392863113.pdf","grobid_xml":"https://content.openalex.org/works/W4392863113.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W1967903496","https://openalex.org/W1996523702","https://openalex.org/W2763619424","https://openalex.org/W2895061638","https://openalex.org/W2899070097","https://openalex.org/W2981144231","https://openalex.org/W2999096842","https://openalex.org/W3021503072","https://openalex.org/W3081735746","https://openalex.org/W3094199667","https://openalex.org/W3114209299","https://openalex.org/W3134537993","https://openalex.org/W3207757321","https://openalex.org/W3210241203","https://openalex.org/W4285011970","https://openalex.org/W4286648688","https://openalex.org/W4289534794","https://openalex.org/W4296525262","https://openalex.org/W4313555233","https://openalex.org/W4379472109","https://openalex.org/W4381663131","https://openalex.org/W6755922719"],"related_works":["https://openalex.org/W7221755103","https://openalex.org/W7214932440","https://openalex.org/W7215103500","https://openalex.org/W2888256320","https://openalex.org/W4404148271","https://openalex.org/W7126169258","https://openalex.org/W4407062065","https://openalex.org/W4410506351","https://openalex.org/W4417288049","https://openalex.org/W2783324880"],"abstract_inverted_index":{"Indonesian":[0],"medicinal":[1,28,69,149],"plants,":[2],"such":[3],"as":[4],"turmeric":[5],"and":[6,19,45,123],"soursop,":[7],"have":[8,142],"shown":[9],"promising":[10],"anticancer":[11,64,131,145],"properties":[12],"through":[13],"their":[14],"bioactive":[15],"compounds,":[16],"like":[17],"curcumin":[18],"extracts":[20],"from":[21,82,147],"soursop.":[22],"Despite":[23],"many":[24],"extensive":[25],"studies":[26,47],"on":[27,50,134],"plants":[29,70,150],"in":[30,39,68,71,105,110,115,151],"Indonesia,":[31],"research":[32],"revealing":[33],"the":[34,46,63,103,107,128,135],"activity":[35,65],"of":[36,66,130,138],"natural":[37],"products":[38],"West":[40,72,152],"Sulawesi":[41,73],"is":[42],"still":[43],"limited,":[44],"focus":[48],"mainly":[49],"ethnobotanical":[51],"research.":[52],"In":[53],"this":[54],"work,":[55],"we":[56,141],"propose":[57],"a":[58,83],"machine-learning":[59],"approach":[60],"to":[61,96],"predict":[62],"compounds":[67,146],"by":[74],"leveraging":[75],"high":[76],"throughput-screening":[77],"data,":[78,140],"especially":[79],"molecular":[80],"information":[81],"public":[84],"database.":[85],"We":[86,100],"applied":[87],"Support":[88],"Vector":[89],"Machine":[90],"(SVM)":[91],"with":[92],"five":[93],"sampling":[94],"techniques":[95],"address":[97],"data":[98],"imbalance.":[99],"also":[101],"evaluated":[102],"performance":[104],"selecting":[106],"best":[108],"combination":[109],"handling":[111],"class":[112],"imbalance":[113],"learning":[114],"our":[116],"dataset.":[117],"The":[118],"result":[119],"shows":[120],"that":[121],"undersampling":[122],"ADSYN":[124],"methods":[125,137],"can":[126],"improve":[127],"prediction":[129],"activity.":[132],"Based":[133],"two":[136],"balancing":[139],"ten":[143],"potential":[144],"three":[148],"Sulawesi.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-09-07T09:17:50.787605","created_date":"2024-03-16T00:00:00"}
