{"id":"https://openalex.org/W2035532890","doi":"https://doi.org/10.1109/35021bigcomp.2015.7072836","title":"Analysis of anti-cancer cytokines by Apriori algorithm, decision tree, and SVM","display_name":"Analysis of anti-cancer cytokines by Apriori algorithm, decision tree, and SVM","publication_year":2015,"publication_date":"2015-02-01","ids":{"openalex":"https://openalex.org/W2035532890","doi":"https://doi.org/10.1109/35021bigcomp.2015.7072836","mag":"2035532890"},"language":"en","primary_location":{"id":"doi:10.1109/35021bigcomp.2015.7072836","is_oa":false,"landing_page_url":"https://doi.org/10.1109/35021bigcomp.2015.7072836","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Conference on Big Data and Smart Computing (BIGCOMP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5017969118","display_name":"Yoohyeon Cho","orcid":null},"institutions":[{"id":"https://openalex.org/I144648050","display_name":"Yong In University","ror":"https://ror.org/035qaq447","country_code":"KR","type":"education","lineage":["https://openalex.org/I144648050"]},{"id":"https://openalex.org/I83436808","display_name":"Hankuk University of Foreign Studies","ror":"https://ror.org/051q2m369","country_code":"KR","type":"education","lineage":["https://openalex.org/I83436808"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yoohyeon Cho","raw_affiliation_strings":["Department of Natural Science, HAFS, Yong-in, Republic of Korea","Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Natural Science, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I144648050"]},{"raw_affiliation_string":"Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I83436808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034193521","display_name":"Yeahji Ahn","orcid":null},"institutions":[{"id":"https://openalex.org/I144648050","display_name":"Yong In University","ror":"https://ror.org/035qaq447","country_code":"KR","type":"education","lineage":["https://openalex.org/I144648050"]},{"id":"https://openalex.org/I83436808","display_name":"Hankuk University of Foreign Studies","ror":"https://ror.org/051q2m369","country_code":"KR","type":"education","lineage":["https://openalex.org/I83436808"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Yeahji Ahn","raw_affiliation_strings":["Department of Natural Science, HAFS, Yong-in, Republic of Korea","Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Natural Science, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I144648050"]},{"raw_affiliation_string":"Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I83436808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016684313","display_name":"Subin Yoon","orcid":"https://orcid.org/0000-0002-7970-1664"},"institutions":[{"id":"https://openalex.org/I144648050","display_name":"Yong In University","ror":"https://ror.org/035qaq447","country_code":"KR","type":"education","lineage":["https://openalex.org/I144648050"]},{"id":"https://openalex.org/I83436808","display_name":"Hankuk University of Foreign Studies","ror":"https://ror.org/051q2m369","country_code":"KR","type":"education","lineage":["https://openalex.org/I83436808"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Subin Yoon","raw_affiliation_strings":["Department of Natural Science, HAFS, Yong-in, Republic of Korea","Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Natural Science, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I144648050"]},{"raw_affiliation_string":"Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I83436808"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081599562","display_name":"Jin\u2010Won Kwon","orcid":"https://orcid.org/0000-0003-3467-7805"},"institutions":[{"id":"https://openalex.org/I144648050","display_name":"Yong In University","ror":"https://ror.org/035qaq447","country_code":"KR","type":"education","lineage":["https://openalex.org/I144648050"]},{"id":"https://openalex.org/I83436808","display_name":"Hankuk University of Foreign Studies","ror":"https://ror.org/051q2m369","country_code":"KR","type":"education","lineage":["https://openalex.org/I83436808"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jinwon Kwon","raw_affiliation_strings":["Department of Natural Science, HAFS, Yong-in, Republic of Korea","Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Natural Science, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I144648050"]},{"raw_affiliation_string":"Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I83436808"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109263098","display_name":"Taeseon Yoon","orcid":null},"institutions":[{"id":"https://openalex.org/I144648050","display_name":"Yong In University","ror":"https://ror.org/035qaq447","country_code":"KR","type":"education","lineage":["https://openalex.org/I144648050"]},{"id":"https://openalex.org/I83436808","display_name":"Hankuk University of Foreign Studies","ror":"https://ror.org/051q2m369","country_code":"KR","type":"education","lineage":["https://openalex.org/I83436808"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Taeseon Yoon","raw_affiliation_strings":["Department of Natural Science, HAFS, Yong-in, Republic of Korea","Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Natural Science, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I144648050"]},{"raw_affiliation_string":"Department of Natural Science, Hankuk Academy of Foreign Studies, HAFS, Yong-in, Republic of Korea","institution_ids":["https://openalex.org/I83436808"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1769,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.7926577,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"4","issue":null,"first_page":"232","last_page":"237"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11663","display_name":"Viral Infectious Diseases and Gene Expression in Insects","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11532","display_name":"Chemokine receptors and signaling","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12576","display_name":"vaccines and immunoinformatics approaches","score":0.9790999889373779,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7381853461265564},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6306411623954773},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.589344322681427},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.5594061613082886},{"id":"https://openalex.org/keywords/tumor-necrosis-factor-alpha","display_name":"Tumor necrosis factor alpha","score":0.544006884098053},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.5130711793899536},{"id":"https://openalex.org/keywords/apriori-algorithm","display_name":"Apriori algorithm","score":0.5105012655258179},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5064831972122192},{"id":"https://openalex.org/keywords/immune-system","display_name":"Immune system","score":0.47337836027145386},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4433212876319885},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4426405131816864},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.432911217212677},{"id":"https://openalex.org/keywords/cytokine","display_name":"Cytokine","score":0.4262894093990326},{"id":"https://openalex.org/keywords/interleukin","display_name":"Interleukin","score":0.41449955105781555},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.37845373153686523},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35553622245788574},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3292202949523926},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2991635799407959},{"id":"https://openalex.org/keywords/immunology","display_name":"Immunology","score":0.28155744075775146},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.24625533819198608},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1392676830291748}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7381853461265564},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6306411623954773},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.589344322681427},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.5594061613082886},{"id":"https://openalex.org/C17991360","wikidata":"https://www.wikidata.org/wiki/Q21173843","display_name":"Tumor necrosis factor alpha","level":2,"score":0.544006884098053},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.5130711793899536},{"id":"https://openalex.org/C81440476","wikidata":"https://www.wikidata.org/wiki/Q513511","display_name":"Apriori algorithm","level":3,"score":0.5105012655258179},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5064831972122192},{"id":"https://openalex.org/C8891405","wikidata":"https://www.wikidata.org/wiki/Q1059","display_name":"Immune system","level":2,"score":0.47337836027145386},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4433212876319885},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4426405131816864},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.432911217212677},{"id":"https://openalex.org/C2778690821","wikidata":"https://www.wikidata.org/wiki/Q212354","display_name":"Cytokine","level":2,"score":0.4262894093990326},{"id":"https://openalex.org/C74172505","wikidata":"https://www.wikidata.org/wiki/Q194908","display_name":"Interleukin","level":3,"score":0.41449955105781555},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.37845373153686523},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35553622245788574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3292202949523926},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2991635799407959},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.28155744075775146},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.24625533819198608},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1392676830291748},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/35021bigcomp.2015.7072836","is_oa":false,"landing_page_url":"https://doi.org/10.1109/35021bigcomp.2015.7072836","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 International Conference on Big Data and Smart Computing (BIGCOMP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8399999737739563,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W194865420","https://openalex.org/W1975304761","https://openalex.org/W2017749666","https://openalex.org/W2092621634","https://openalex.org/W2095138364","https://openalex.org/W2113313714","https://openalex.org/W2137695731","https://openalex.org/W2329432151","https://openalex.org/W4253308189"],"related_works":["https://openalex.org/W3034345083","https://openalex.org/W2351000793","https://openalex.org/W2366790077","https://openalex.org/W3133987543","https://openalex.org/W2355642745","https://openalex.org/W2297208791","https://openalex.org/W2384155583","https://openalex.org/W2372475599","https://openalex.org/W1998018864","https://openalex.org/W2081482521"],"abstract_inverted_index":{"Cancer":[0],"is":[1,52],"currently":[2],"a":[3,32,41,69,122],"major":[4],"cause":[5],"of":[6,16,99],"death,":[7],"which":[8],"resulted":[9],"in":[10,13,43],"great":[11],"interest":[12],"the":[14,44],"mechanisms":[15],"this":[17,36,63,135],"disease,":[18],"and":[19,57,88,104,129],"how":[20],"to":[21,30,34,53,58,67,111,113,119],"prevent":[22],"or":[23,117],"cure":[24],"it.":[25],"Certain":[26],"cytokines":[27,56],"are":[28],"spotlighted":[29],"be":[31],"key":[33],"solving":[35],"problem,":[37],"since":[38],"they":[39],"play":[40],"role":[42],"immune":[45],"system":[46],"against":[47],"cancer.":[48],"Thus,":[49],"our":[50],"goal":[51],"analyze":[54],"various":[55],"mine":[59,68],"their":[60,93],"rules.":[61],"In":[62],"study,":[64],"we":[65],"aimed":[66],"common":[70],"rule":[71],"between":[72],"anti-cancer":[73,127],"cytokines:":[74],"Interferon-gamma":[75],"(INF-gamma),":[76],"Tumor":[77],"Necrosis":[78],"Factor":[79,83],"(TNF),":[80],"Transforming":[81],"Growth":[82],"beta":[84],"(TNF-beta),":[85],"Interleukin-2":[86],"(IL-2)":[87],"Interleukin-10":[89],"(IL-10).":[90],"We":[91,109],"analyzed":[92],"mRNA":[94],"sequences":[95],"using":[96],"three":[97],"kinds":[98],"algorithms:":[100],"Apriori,":[101],"Decision":[102],"tree,":[103],"Support":[105],"Vector":[106],"Machine":[107],"(SVM).":[108],"hope":[110],"contribute":[112],"finding":[114],"new":[115],"rules":[116],"hints":[118],"determine":[120],"whether":[121],"certain":[123],"cytokine":[124],"may":[125],"have":[126],"properties,":[128],"thus":[130],"help":[131],"further":[132],"studies":[133],"concerning":[134],"subject.":[136]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
