{"id":"https://openalex.org/W3132783280","doi":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","title":"Measure the effectiveness of information systems with the na\u00efve bayes classifier method","display_name":"Measure the effectiveness of information systems with the na\u00efve bayes classifier method","publication_year":2021,"publication_date":"2021-05-21","ids":{"openalex":"https://openalex.org/W3132783280","doi":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","mag":"3132783280"},"language":"en","primary_location":{"id":"doi:10.11591/ijai.v10.i2.pp414-420","doi":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","pdf_url":"http://ijai.iaescore.com/index.php/IJAI/article/download/20834/13122","source":{"id":"https://openalex.org/S2764408626","display_name":"IAES International Journal of Artificial Intelligence","issn_l":"2089-4872","issn":["2089-4872","2252-8938"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"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":"IAES International Journal of Artificial Intelligence (IJ-AI)","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"http://ijai.iaescore.com/index.php/IJAI/article/download/20834/13122","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046717261","display_name":"Agung Triayudi","orcid":"https://orcid.org/0000-0002-1269-5888","observed_orcids":["https://orcid.org/0000-0002-1269-5888"]},"institutions":[{"id":"https://openalex.org/I65490261","display_name":"Nasional University","ror":"https://ror.org/00fn3pa80","country_code":"ID","type":"education","lineage":["https://openalex.org/I65490261"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Agung Triayudi","raw_affiliation_strings":["Universitas Nasional"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Nasional","institution_ids":["https://openalex.org/I65490261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101512602","display_name":"Sumiati Sumiati","orcid":"https://orcid.org/0000-0002-7347-5379","observed_orcids":["https://orcid.org/0000-0002-7347-5379","https://orcid.org/0009-0001-1451-8834"]},"institutions":[{"id":"https://openalex.org/I3132488046","display_name":"Serang Raya University","ror":"https://ror.org/04zc7sw86","country_code":"ID","type":"education","lineage":["https://openalex.org/I3132488046"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Sumiati Sumiati","raw_affiliation_strings":["Universitas Serang Raya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Serang Raya","institution_ids":["https://openalex.org/I3132488046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015544979","display_name":"Saleh Dwiyatno","orcid":"https://orcid.org/0000-0002-2055-8576","observed_orcids":["https://orcid.org/0000-0002-2055-8576"]},"institutions":[{"id":"https://openalex.org/I3132488046","display_name":"Serang Raya University","ror":"https://ror.org/04zc7sw86","country_code":"ID","type":"education","lineage":["https://openalex.org/I3132488046"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Saleh Dwiyatno","raw_affiliation_strings":["Universitas Serang Raya, Indonesia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Serang Raya, Indonesia","institution_ids":["https://openalex.org/I3132488046"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073763575","display_name":"Dentik Karyaningsih","orcid":"https://orcid.org/0000-0003-2019-9929","observed_orcids":["https://orcid.org/0000-0003-2019-9929"]},"institutions":[{"id":"https://openalex.org/I3132488046","display_name":"Serang Raya University","ror":"https://ror.org/04zc7sw86","country_code":"ID","type":"education","lineage":["https://openalex.org/I3132488046"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dentik Karyaningsih","raw_affiliation_strings":["Universitas Serang Raya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Serang Raya","institution_ids":["https://openalex.org/I3132488046"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100444684","display_name":"Susilawati Susilawati","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210164426","display_name":"Universitas Mathla'ul Anwar Banten","ror":"https://ror.org/05j2ycs33","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210164426"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Susilawati Susilawati","raw_affiliation_strings":["Universitas Mathla'ul Anwar"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universitas Mathla'ul Anwar","institution_ids":["https://openalex.org/I4210164426"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4409,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.8318709,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":87,"max":96},"biblio":{"volume":"10","issue":"2","first_page":"414","last_page":"414"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.9951000213623047,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.9951000213623047,"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/T11734","display_name":"Decision Support System Applications","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.0019000000320374966,"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/information-system-effectiveness","display_name":"information system effectiveness","score":0.9369999766349792},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.9430000185966492},{"id":"https://openalex.org/keywords/information-system-evaluation","display_name":"information system evaluation","score":0.8519999980926514},{"id":"https://openalex.org/keywords/classification-accuracy","display_name":"classification accuracy","score":0.5839999914169312}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8008231520652771},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.7549216747283936},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6086642742156982},{"id":"https://openalex.org/C185207860","wikidata":"https://www.wikidata.org/wiki/Q17004744","display_name":"Bayes classifier","level":4,"score":0.5800194144248962},{"id":"https://openalex.org/C207201462","wikidata":"https://www.wikidata.org/wiki/Q182505","display_name":"Bayes' theorem","level":3,"score":0.5263018608093262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5190120935440063},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46858638525009155},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43780776858329773},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.12594658136367798},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.07632708549499512}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.11591/ijai.v10.i2.pp414-420","doi":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","pdf_url":"http://ijai.iaescore.com/index.php/IJAI/article/download/20834/13122","source":{"id":"https://openalex.org/S2764408626","display_name":"IAES International Journal of Artificial Intelligence","issn_l":"2089-4872","issn":["2089-4872","2252-8938"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"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":"IAES International Journal of Artificial Intelligence (IJ-AI)","raw_type":"journal-article"},{"id":"pmh:oai:zenodo.org:6951255","doi":null,"is_oa":true,"landing_page_url":"https://zenodo.org/record/6951255","pdf_url":"https://zenodo.org/record/6951255","source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Artificial Intelligence (IJ-AI) 10(2) 414-420","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.11591/ijai.v10.i2.pp414-420","doi":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","is_oa":true,"landing_page_url":"https://doi.org/10.11591/ijai.v10.i2.pp414-420","pdf_url":"http://ijai.iaescore.com/index.php/IJAI/article/download/20834/13122","source":{"id":"https://openalex.org/S2764408626","display_name":"IAES International Journal of Artificial Intelligence","issn_l":"2089-4872","issn":["2089-4872","2252-8938"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","jufo-1","poland-20","russia-white-list-2"],"host_organization":"https://openalex.org/P4310315009","host_organization_name":"Institute of Advanced Engineering and Science (IAES)","host_organization_lineage":["https://openalex.org/P4310315009"],"host_organization_lineage_names":["Institute of Advanced Engineering and Science (IAES)"],"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":"IAES International Journal of Artificial Intelligence (IJ-AI)","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3132783280.pdf","grobid_xml":"https://content.openalex.org/works/W3132783280.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2110471593","https://openalex.org/W2150678290","https://openalex.org/W2227718534","https://openalex.org/W2338630689","https://openalex.org/W2589294177","https://openalex.org/W2603101083","https://openalex.org/W2748899858","https://openalex.org/W2765887275","https://openalex.org/W2782888843","https://openalex.org/W2786391746","https://openalex.org/W2786496245","https://openalex.org/W2805524189","https://openalex.org/W2904620008","https://openalex.org/W2911576848","https://openalex.org/W2922052015","https://openalex.org/W2928751400","https://openalex.org/W2929212052","https://openalex.org/W2945274117","https://openalex.org/W2971141826","https://openalex.org/W2979355947","https://openalex.org/W3005571537","https://openalex.org/W3006417263"],"related_works":["https://openalex.org/W4214534899","https://openalex.org/W2567413757","https://openalex.org/W4281810710","https://openalex.org/W2370392451","https://openalex.org/W4385577275","https://openalex.org/W3129084323","https://openalex.org/W2060933499","https://openalex.org/W1977522004","https://openalex.org/W4389918974","https://openalex.org/W7218511809"],"abstract_inverted_index":{"Technological":[0],"advances":[1],"at":[2],"this":[3,79],"time":[4],"are":[5],"developing":[6],"very":[7],"fast,":[8],"information":[9,20,53,90],"systems":[10,21],"became":[11],"the":[12,17,49,52,86,89,96,106,115],"frontline":[13],"in":[14,48,105],"technological":[15],"advancements,":[16],"need":[18],"for":[19,31,72],"to":[22,43,82,84,92],"support":[23],"jobs":[24],"is":[25,68,81],"increasingly":[26],"high.":[27],"However,":[28],"its":[29],"implementation":[30],"users":[32],"does":[33],"not":[34],"have":[35],"a":[36],"significant":[37],"impact,":[38],"so":[39],"that":[40],"it":[41],"needs":[42],"be":[44],"reviewed":[45],"and":[46,64,67,74,111,131],"re-evaluated":[47],"use":[50],"of":[51,78,88,108,129],"system":[54],"built.":[55],"The":[56,76],"naive":[57],"bayes":[58,98],"classifier":[59,99],"method":[60,100],"can":[61],"provide":[62],"\"effective\"":[63],"\"ineffective\"":[65],"conclusions":[66],"used":[69],"as":[70],"material":[71],"evaluation":[73],"improvement.":[75],"purpose":[77],"study":[80],"contribute":[83],"measuring":[85],"effectiveness":[87],"system,":[91],"solve":[93],"problems":[94],"with":[95],"na\u00efve":[97],"approach":[101],"which":[102],"has":[103,121],"advantages":[104],"process":[107],"classifying":[109],"data":[110],"predicting":[112],"data.":[113],"From":[114],"test":[116],"results":[117],"three":[118],"times,":[119],"training":[120],"been":[122],"conducted":[123],"using":[124],"100":[125],"data,":[126],"accuracy":[127],"value":[128],"84.82%":[130],"error":[132],"15.18%.":[133]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2021-03-01T00:00:00"}