{"id":"https://openalex.org/W4366377287","doi":"https://doi.org/10.1109/ecce57851.2023.10101612","title":"A Machine Learning and Deep Learning Based Approach to Detect Inaccurate Health Information in Bengali Language","display_name":"A Machine Learning and Deep Learning Based Approach to Detect Inaccurate Health Information in Bengali Language","publication_year":2023,"publication_date":"2023-02-23","ids":{"openalex":"https://openalex.org/W4366377287","doi":"https://doi.org/10.1109/ecce57851.2023.10101612"},"language":"en","primary_location":{"id":"doi:10.1109/ecce57851.2023.10101612","doi":"https://doi.org/10.1109/ecce57851.2023.10101612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecce57851.2023.10101612","pdf_url":null,"source":{"id":"https://openalex.org/S4306423569","display_name":"International Conference on Electrical, Computer and Communication Engineering","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Electrical, Computer and Communication Engineering (ECCE)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5010455603","display_name":"Nusrat Taki","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I157669161","display_name":"International Islamic University Chittagong","ror":"https://ror.org/00eda4j42","country_code":"BD","type":"education","lineage":["https://openalex.org/I157669161"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Nusrat Taki","raw_affiliation_strings":["International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318","institution_ids":["https://openalex.org/I157669161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000413548","display_name":"Eshatur Nur Showan","orcid":"https://orcid.org/0009-0000-1070-0690","observed_orcids":["https://orcid.org/0009-0000-1070-0690"]},"institutions":[{"id":"https://openalex.org/I157669161","display_name":"International Islamic University Chittagong","ror":"https://ror.org/00eda4j42","country_code":"BD","type":"education","lineage":["https://openalex.org/I157669161"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Eshatur Showan","raw_affiliation_strings":["International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318","institution_ids":["https://openalex.org/I157669161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043049702","display_name":"Umratul Chowdhury","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I157669161","display_name":"International Islamic University Chittagong","ror":"https://ror.org/00eda4j42","country_code":"BD","type":"education","lineage":["https://openalex.org/I157669161"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Umratul Chowdhury","raw_affiliation_strings":["International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318","institution_ids":["https://openalex.org/I157669161"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073224636","display_name":"Farzana Tasnim","orcid":"https://orcid.org/0000-0003-1726-0872","observed_orcids":["https://orcid.org/0000-0003-1726-0872","https://orcid.org/0000-0001-8497-5830"]},"institutions":[{"id":"https://openalex.org/I157669161","display_name":"International Islamic University Chittagong","ror":"https://ror.org/00eda4j42","country_code":"BD","type":"education","lineage":["https://openalex.org/I157669161"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Farzana Tasnim","raw_affiliation_strings":["International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Islamic University Chittagong,dept.of Computer Science and Engineering,Chittagong,Bangladesh,4318","institution_ids":["https://openalex.org/I157669161"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I157669161"],"apc_list":null,"apc_paid":null,"fwci":2.6082,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90880304,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"01","last_page":"06"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":1.0,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.0,"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/T12262","display_name":"Hate Speech and Cyberbullying Detection","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/fake-news","display_name":"fake news","score":0.5180000066757202},{"id":"https://openalex.org/keywords/bengali-language","display_name":"Bengali language","score":0.8960000276565552},{"id":"https://openalex.org/keywords/misinformation-datasets","display_name":"misinformation datasets","score":0.6359999775886536},{"id":"https://openalex.org/keywords/bilstm","display_name":"BiLSTM","score":0.7680000066757202},{"id":"https://openalex.org/keywords/passive-aggressive-classifier","display_name":"passive aggressive classifier","score":0.7820000052452087},{"id":"https://openalex.org/keywords/online-health-information","display_name":"online health information","score":0.593999981880188}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.9008709788322449},{"id":"https://openalex.org/C19235068","wikidata":"https://www.wikidata.org/wiki/Q9610","display_name":"Bengali","level":2,"score":0.8925527930259705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8172072172164917},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7841973900794983},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6561101675033569},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6475836038589478},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4740050733089447},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4394038915634155},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.4312478005886078},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.13980144262313843},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.06531399488449097}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ecce57851.2023.10101612","doi":"https://doi.org/10.1109/ecce57851.2023.10101612","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecce57851.2023.10101612","pdf_url":null,"source":{"id":"https://openalex.org/S4306423569","display_name":"International Conference on Electrical, Computer and Communication Engineering","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Electrical, Computer and Communication Engineering (ECCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9074000120162964,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1554540371","https://openalex.org/W1977307853","https://openalex.org/W2017687165","https://openalex.org/W2029697730","https://openalex.org/W2048225880","https://openalex.org/W2084591134","https://openalex.org/W2093248327","https://openalex.org/W2119671065","https://openalex.org/W2159981908","https://openalex.org/W2294457848","https://openalex.org/W2582561810","https://openalex.org/W2604264634","https://openalex.org/W2742330194","https://openalex.org/W2791544114","https://openalex.org/W2898471113","https://openalex.org/W2959681520","https://openalex.org/W3003736418","https://openalex.org/W3092238560","https://openalex.org/W3093468620","https://openalex.org/W3112483730","https://openalex.org/W3163892065","https://openalex.org/W3174460844","https://openalex.org/W3182965314","https://openalex.org/W4213271081","https://openalex.org/W4280534198"],"related_works":["https://openalex.org/W3174460844","https://openalex.org/W4389077637","https://openalex.org/W7162529705","https://openalex.org/W4411099288","https://openalex.org/W7160993772","https://openalex.org/W4366968113","https://openalex.org/W7162125137","https://openalex.org/W7168366990","https://openalex.org/W7220951708","https://openalex.org/W4399263017"],"abstract_inverted_index":{"The":[0],"spread":[1],"of":[2,37,60,124,146,160],"false":[3,48],"health":[4,46,113,163],"news":[5,114],"and":[6,64,100,131,162],"its":[7,19],"dis-semination":[8],"on":[9],"the":[10,58,116,127,134,158],"internet":[11],"has":[12],"become":[13],"a":[14,80,143],"major":[15],"concern,":[16],"due":[17],"to":[18,21,44,91,110],"potential":[20],"have":[22,30,42,56,78,104],"disastrous":[23],"effects.":[24],"To":[25],"detect":[26,111],"it,":[27],"numerous":[28],"approaches":[29,67],"been":[31,105],"attempted.":[32],"However,":[33],"we":[34,55],"are":[35],"aware":[36],"very":[38],"few":[39],"studies":[40],"that":[41,73,139],"sought":[43],"identify":[45],"related":[47],"information":[49],"in":[50,68,107,126,133,149],"Bangla.":[51,150],"In":[52],"this":[53,108],"study,":[54],"analyzed":[57],"performance":[59],"various":[61],"Machine":[62],"Learning":[63,66,102],"Deep":[65,101],"detecting":[69],"Bangla":[70],"health-related":[71,147],"misinformation":[72,164],"is":[74,142],"available":[75],"online.":[76],"We":[77,137],"created":[79],"comprehensive":[81],"data":[82,148],"repository,":[83],"consisting":[84],"more":[85],"than":[86],"5000":[87],"data,":[88],"manually":[89],"annotated":[90],"two":[92],"fixed":[93],"categories.":[94],"Several":[95],"supervised":[96],"machine":[97],"learning":[98],"classifiers":[99],"algorithms":[103],"employed":[106],"experiment":[109,120],"fake":[112],"at":[115],"textual":[117],"level.":[118],"Our":[119],"achieves":[121],"maximum":[122],"accuracy":[123],"88%":[125],"Passive":[128],"Aggressive":[129],"approach":[130],"89%":[132],"Bi-LSTM":[135],"approach.":[136],"believe":[138],"our":[140],"dataset":[141],"significant":[144],"collection":[145],"It":[151],"may":[152],"open":[153],"up":[154],"new":[155],"perspectives":[156],"for":[157],"analysis":[159],"Bangla-language":[161],"detection.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2023-04-21T00:00:00"}