{"id":"https://openalex.org/W2988972713","doi":"https://doi.org/10.20473/jisebi.5.2.171-182","title":"Relevance Feedback using Genetic Algorithm on Information Retrieval for Indonesian Language Documents","display_name":"Relevance Feedback using Genetic Algorithm on Information Retrieval for Indonesian Language Documents","publication_year":2019,"publication_date":"2019-10-24","ids":{"openalex":"https://openalex.org/W2988972713","doi":"https://doi.org/10.20473/jisebi.5.2.171-182","mag":"2988972713"},"language":"en","primary_location":{"id":"doi:10.20473/jisebi.5.2.171-182","doi":"https://doi.org/10.20473/jisebi.5.2.171-182","is_oa":true,"landing_page_url":"https://doi.org/10.20473/jisebi.5.2.171-182","pdf_url":"https://e-journal.unair.ac.id/JISEBI/article/download/13548/8504","source":{"id":"https://openalex.org/S2737559571","display_name":"Journal of Information Systems Engineering and Business Intelligence","issn_l":"2443-2555","issn":["2443-2555","2598-6333"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","norway-1"],"host_organization":"https://openalex.org/P4310315151","host_organization_name":"Airlangga University","host_organization_lineage":["https://openalex.org/P4310315151"],"host_organization_lineage_names":["Airlangga University"],"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 Systems Engineering and Business Intelligence","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://e-journal.unair.ac.id/JISEBI/article/download/13548/8504","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014073732","display_name":"Salman Dziyaul Azmi","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I11855966","display_name":"Diponegoro University","ror":"https://ror.org/056bjta22","country_code":"ID","type":"education","lineage":["https://openalex.org/I11855966"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Salman Dziyaul Azmi","raw_affiliation_strings":["Department of Informatics Universitas Diponegoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics Universitas Diponegoro","institution_ids":["https://openalex.org/I11855966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052086604","display_name":"Retno Kusumaningrum","orcid":"https://orcid.org/0000-0002-3606-436X","observed_orcids":["https://orcid.org/0000-0002-3606-436X"]},"institutions":[{"id":"https://openalex.org/I11855966","display_name":"Diponegoro University","ror":"https://ror.org/056bjta22","country_code":"ID","type":"education","lineage":["https://openalex.org/I11855966"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Retno Kusumaningrum","raw_affiliation_strings":["Department of Informatics Universitas Diponegoro"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics Universitas Diponegoro","institution_ids":["https://openalex.org/I11855966"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I11855966"],"apc_list":null,"apc_paid":null,"fwci":1.8667,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.8990361,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":"5","issue":"2","first_page":"171","last_page":"171"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10286","display_name":"Information Retrieval and Search Behavior","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11269","display_name":"Algorithms and Data Compression","score":9.999999747378752e-05,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/relevance-feedback","display_name":"relevance feedback","score":1.0},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"genetic algorithm","score":0.9670000076293945},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"information retrieval","score":0.828000009059906},{"id":"https://openalex.org/keywords/vector-space-model","display_name":"vector space model","score":0.9950000047683716},{"id":"https://openalex.org/keywords/roulette-wheel-selection","display_name":"roulette wheel selection","score":0.8899999856948853},{"id":"https://openalex.org/keywords/crossover-recombination","display_name":"crossover recombination","score":0.8209999799728394},{"id":"https://openalex.org/keywords/mean-average-precision","display_name":"mean average precision","score":0.8460000157356262},{"id":"https://openalex.org/keywords/memory-retrieval","display_name":"memory retrieval","score":0.5690000057220459},{"id":"https://openalex.org/keywords/genetic-algorithm-parameter-tuning","display_name":"genetic algorithm tuning","score":0.796999990940094},{"id":"https://openalex.org/keywords/dissertation-abstracts","display_name":"thesis abstracts","score":0.7440000176429749},{"id":"https://openalex.org/keywords/news-documents","display_name":"news documents","score":0.7590000033378601}],"concepts":[{"id":"https://openalex.org/C2779532271","wikidata":"https://www.wikidata.org/wiki/Q445558","display_name":"Relevance feedback","level":4,"score":0.8070237636566162},{"id":"https://openalex.org/C122507166","wikidata":"https://www.wikidata.org/wiki/Q628906","display_name":"Crossover","level":2,"score":0.7954955101013184},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.7396496534347534},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.656633734703064},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.6046155095100403},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5947337746620178},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.5809218883514404},{"id":"https://openalex.org/C89686163","wikidata":"https://www.wikidata.org/wiki/Q1187982","display_name":"Vector space model","level":2,"score":0.5315178632736206},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4133862853050232},{"id":"https://openalex.org/C501734568","wikidata":"https://www.wikidata.org/wiki/Q42918","display_name":"Mutation","level":3,"score":0.4111191928386688},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.40649333596229553},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3941492736339569},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37859058380126953},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35671210289001465},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23567327857017517},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.1706429421901703},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.20473/jisebi.5.2.171-182","doi":"https://doi.org/10.20473/jisebi.5.2.171-182","is_oa":true,"landing_page_url":"https://doi.org/10.20473/jisebi.5.2.171-182","pdf_url":"https://e-journal.unair.ac.id/JISEBI/article/download/13548/8504","source":{"id":"https://openalex.org/S2737559571","display_name":"Journal of Information Systems Engineering and Business Intelligence","issn_l":"2443-2555","issn":["2443-2555","2598-6333"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","norway-1"],"host_organization":"https://openalex.org/P4310315151","host_organization_name":"Airlangga University","host_organization_lineage":["https://openalex.org/P4310315151"],"host_organization_lineage_names":["Airlangga University"],"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 Systems Engineering and Business Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:0a3fc1bf506d4cf0b5f566691a40ae02","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/0a3fc1bf506d4cf0b5f566691a40ae02","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":"Journal of Information Systems Engineering and Business Intelligence, Vol 5, Iss 2, Pp 171-182 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.20473/jisebi.5.2.171-182","doi":"https://doi.org/10.20473/jisebi.5.2.171-182","is_oa":true,"landing_page_url":"https://doi.org/10.20473/jisebi.5.2.171-182","pdf_url":"https://e-journal.unair.ac.id/JISEBI/article/download/13548/8504","source":{"id":"https://openalex.org/S2737559571","display_name":"Journal of Information Systems Engineering and Business Intelligence","issn_l":"2443-2555","issn":["2443-2555","2598-6333"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","norway-1"],"host_organization":"https://openalex.org/P4310315151","host_organization_name":"Airlangga University","host_organization_lineage":["https://openalex.org/P4310315151"],"host_organization_lineage_names":["Airlangga University"],"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 Systems Engineering and Business Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2988972713.pdf","grobid_xml":"https://content.openalex.org/works/W2988972713.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W142212369","https://openalex.org/W1532325895","https://openalex.org/W1535849599","https://openalex.org/W1739377367","https://openalex.org/W1923228049","https://openalex.org/W2022637272","https://openalex.org/W2101892573","https://openalex.org/W2105673944","https://openalex.org/W2110390205","https://openalex.org/W2115031406","https://openalex.org/W2119572012","https://openalex.org/W2119881438","https://openalex.org/W2165612380","https://openalex.org/W2376557535","https://openalex.org/W2516434713","https://openalex.org/W2763874437","https://openalex.org/W3193768266","https://openalex.org/W4213009331"],"related_works":["https://openalex.org/W4390626717","https://openalex.org/W7097247778","https://openalex.org/W1739377367","https://openalex.org/W1491469627","https://openalex.org/W6986372701","https://openalex.org/W2758843585","https://openalex.org/W1542365440","https://openalex.org/W2125338831","https://openalex.org/W2161116405","https://openalex.org/W2739190725"],"abstract_inverted_index":{"Background:":[0],"The":[1,37,68,93,163],"Rapid":[2],"growth":[3],"of":[4,15,39,177,201,218,226,245,255,259],"technological":[5],"developments":[6],"in":[7,11,30,128],"Indonesia":[8],"had":[9],"resulted":[10],"a":[12,18,174,198],"growing":[13],"amount":[14],"information.":[16],"Therefore,":[17],"new":[19],"information":[20,35,57],"retrieval":[21,58],"environment":[22],"is":[23,42,240],"necessary":[24],"for":[25,63,133,160,169,188],"finding":[26],"documents":[27],"that":[28],"are":[29,96,235],"accordance":[31],"with":[32,52,179,203],"the":[33,45,64,121,129,139,151,191,230,243,253,260],"user\u2019s":[34],"needs.Objective:":[36],"purpose":[38],"this":[40],"study":[41],"to":[43,138],"uncover":[44],"differences":[46],"between":[47],"using":[48,109],"Relevance":[49,272],"Feedback":[50,273],"(RF)":[51],"genetic":[53,166,194,232],"algorithm":[54,167,195,233],"and":[55,77,90,101,118,125,147,183,207,220,248,257],"standard":[56,69,140],"systems":[59],"without":[60],"relevance":[61,85,213],"feedback":[62,86,214],"Indonesian":[65,111,266],"language":[66,112,267],"documents.Methods:":[67],"Information":[70,141,264],"Retrieval":[71,142],"(IR)":[72],"System":[73],"uses":[74,87],"Sastrawi":[75],"stemmer":[76],"Vector":[78],"Space":[79],"Model,":[80],"while":[81,187],"Genetic":[82,211,262],"Algorithm-based":[83,212],"(GA-based)":[84],"Roulette-wheel":[88],"selection":[89],"crossover":[91,181,205,249],"recombination.":[92],"evaluation":[94],"metrics":[95],"Mean":[97,269],"Average":[98,270],"Precision":[99],"(MAP)":[100],"average":[102,221],"recall":[103,152,222],"based":[104],"on":[105,150,252],"user":[106],"judgments.Results:":[107],"By":[108],"two":[110],"document":[113],"datasets,":[114],"namely":[115],"abstract":[116,170],"thesis":[117,171],"news":[119,189],"dataset,":[120,190],"results":[122],"show":[123],"15.2%":[124],"28.6%":[126],"increase":[127],"corresponding":[130],"MAP":[131,219],"values":[132,217],"both":[134,161,216],"datasets":[135,172],"as":[136,236],"opposed":[137],"System.":[143],"A":[144],"respective":[145],"7.1%":[146],"10.5%":[148],"improvement":[149],"value":[153],"at":[154,223],"10th":[155,224],"position":[156,225],"was":[157],"also":[158],"observed":[159],"datasets.":[162],"best":[164,192,231],"obtained":[165,193],"parameters":[168,196,234],"were":[173,197],"population":[175,199,246],"size":[176,200,244,247,254],"20":[178],"0.7":[180],"probability":[182,206,239,250],"0.2":[184,208],"mutation":[185,209,238],"probability,":[186],"10":[202],"0.5":[204],"probability.Conclusion:":[210],"increases":[215],"retrieved":[227],"document.":[228],"Generally,":[229],"follows,":[237],"0.2,":[241],"whereas":[242],"depends":[251],"dataset":[256],"length":[258],"query.Keywords:":[261],"Algorithm,":[263],"Retrieval,":[265],"document,":[268],"Precision,":[271]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2019-11-22T00:00:00"}
