{"id":"https://openalex.org/W4400834965","doi":"https://doi.org/10.32604/cmc.2024.053762","title":"A Model for Detecting Fake News by Integrating Domain-Specific Emotional and Semantic Features","display_name":"A Model for Detecting Fake News by Integrating Domain-Specific Emotional and Semantic Features","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400834965","doi":"https://doi.org/10.32604/cmc.2024.053762"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2024.053762","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2024.053762","pdf_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_53762/TSP_CMC_53762.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_53762/TSP_CMC_53762.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105286128","display_name":"Wen G. Jiang","orcid":"https://orcid.org/0000-0002-3283-1111"},"institutions":[{"id":"https://openalex.org/I4210134428","display_name":"Chinese People's Armed Police Force Engineering University","ror":"https://ror.org/031jzbb03","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210134428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wen Jiang","raw_affiliation_strings":["College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China","Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]},{"raw_affiliation_string":"Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065398428","display_name":"Mingshu Zhang","orcid":"https://orcid.org/0000-0002-2147-3419"},"institutions":[{"id":"https://openalex.org/I4210134428","display_name":"Chinese People's Armed Police Force Engineering University","ror":"https://ror.org/031jzbb03","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210134428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingshu Zhang","raw_affiliation_strings":["Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]},{"raw_affiliation_string":"College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wei Bin","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wei Bin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100442109","display_name":"Xiong Zhang","orcid":"https://orcid.org/0000-0001-7513-9232"},"institutions":[{"id":"https://openalex.org/I4210134428","display_name":"Chinese People's Armed Police Force Engineering University","ror":"https://ror.org/031jzbb03","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210134428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiong Zhang","raw_affiliation_strings":["Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]},{"raw_affiliation_string":"College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113208593","display_name":"Kelan Ren","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134428","display_name":"Chinese People's Armed Police Force Engineering University","ror":"https://ror.org/031jzbb03","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210134428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kelan Ren","raw_affiliation_strings":["Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101705156","display_name":"Facheng Yan","orcid":"https://orcid.org/0009-0000-5941-2251"},"institutions":[{"id":"https://openalex.org/I4210134428","display_name":"Chinese People's Armed Police Force Engineering University","ror":"https://ror.org/031jzbb03","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210134428"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Facheng Yan","raw_affiliation_strings":["College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China","Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Cryptography Engineering, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]},{"raw_affiliation_string":"Key Laboratory of Network and Information Security, Engineering University of People's Armed Police, Xi'an, 710086, China","institution_ids":["https://openalex.org/I4210134428"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5221,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.90186821,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"80","issue":"2","first_page":"2161","last_page":"2179"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9958999752998352,"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":0.9958999752998352,"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":0.9775000214576721,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/fake-news","display_name":"Fake news","score":0.5570837259292603},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5501322746276855},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5470982789993286},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.38855913281440735},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.33109337091445923},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.17876863479614258},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07543954253196716}],"concepts":[{"id":"https://openalex.org/C2779756789","wikidata":"https://www.wikidata.org/wiki/Q28549308","display_name":"Fake news","level":2,"score":0.5570837259292603},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5501322746276855},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5470982789993286},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.38855913281440735},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.33109337091445923},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.17876863479614258},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07543954253196716},{"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:10.32604/cmc.2024.053762","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2024.053762","pdf_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_53762/TSP_CMC_53762.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2024.053762","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2024.053762","pdf_url":"https://file.techscience.com/files/cmc/2024/TSP_CMC-80-2/TSP_CMC_53762/TSP_CMC_53762.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials & Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4201317116","display_name":null,"funder_award_id":"2023-JCYB-584","funder_id":"https://openalex.org/F4320324173","funder_display_name":"Natural Science Foundation of Shaanxi Province"},{"id":"https://openalex.org/G4805521509","display_name":null,"funder_award_id":"20BXW101","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund of China"},{"id":"https://openalex.org/G6711226571","display_name":null,"funder_award_id":"62202496","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7499416654","display_name":null,"funder_award_id":"62102451","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7836098811","display_name":null,"funder_award_id":"62172436","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7844061395","display_name":null,"funder_award_id":"20BXW101","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7897221520","display_name":null,"funder_award_id":"18XXW015","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320324173","display_name":"Natural Science Foundation of Shaanxi Province","ror":null},{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4400834965.pdf","grobid_xml":"https://content.openalex.org/works/W4400834965.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W584397269","https://openalex.org/W2113620787","https://openalex.org/W2577888896","https://openalex.org/W2766462585","https://openalex.org/W2896457183","https://openalex.org/W2912305564","https://openalex.org/W2965491249","https://openalex.org/W2994071599","https://openalex.org/W3003265726","https://openalex.org/W3015234271","https://openalex.org/W3031781733","https://openalex.org/W3110713756","https://openalex.org/W3113142051","https://openalex.org/W3164693331","https://openalex.org/W3201643663","https://openalex.org/W3210022786","https://openalex.org/W3216370178","https://openalex.org/W4206390933","https://openalex.org/W4283712118","https://openalex.org/W4296690696","https://openalex.org/W4297030649","https://openalex.org/W4299724668","https://openalex.org/W4309196749","https://openalex.org/W4319966514","https://openalex.org/W4321792464","https://openalex.org/W4360602683","https://openalex.org/W4386590817","https://openalex.org/W4394564618","https://openalex.org/W6604255236","https://openalex.org/W6633023282","https://openalex.org/W6732431570","https://openalex.org/W6745174421","https://openalex.org/W6755207826","https://openalex.org/W6758634132","https://openalex.org/W6766529430","https://openalex.org/W6771024334","https://openalex.org/W6776249605","https://openalex.org/W6791070954","https://openalex.org/W6803182457","https://openalex.org/W6838310558","https://openalex.org/W6838724686"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2890339288","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2966672946","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"With":[0],"the":[1,8,13,55,87,91,99,108,115,124,140,148,174,180,183,190,196,211,215,228,232,236,240,253],"rapid":[2],"spread":[3,9],"of":[4,10,15,57,86,101,111,127,142,182,193,218,227,239,243,252],"Internet":[5],"information":[6],"and":[7,20,76,96,138,144,159,195,198,259],"fake":[11,16,37,70,184],"news,":[12,38],"detection":[14,24,186,241],"news":[17,47,71,112,128,185],"becomes":[18],"more":[19,21,165],"important.":[22],"Traditional":[23],"methods":[25,41],"often":[26],"rely":[27],"on":[28,210,231],"a":[29,66],"single":[30],"emotional":[31,75,136,167],"or":[32],"semantic":[33,77,109],"feature":[34,59,102,158],"to":[35,53,122,134,162],"identify":[36],"but":[39],"these":[40],"have":[42],"limitations":[43],"when":[44],"dealing":[45],"with":[46,170,189],"in":[48,147],"specific":[49],"domains.":[50],"In":[51],"order":[52],"solve":[54],"problem":[56],"weak":[58],"correlation":[60,92],"between":[61,93],"data":[62],"from":[63],"different":[64,94],"domains,":[65],"model":[67,220,245],"for":[68,203],"detecting":[69],"by":[72],"integrating":[73],"domain-specific":[74],"features":[78,110,137,154,168,176],"is":[79,131,221,246,257],"proposed.":[80],"This":[81],"method":[82],"makes":[83],"full":[84],"use":[85],"attention":[88,160],"mechanism,":[89],"grasps":[90],"features,":[95],"effectively":[97],"improves":[98],"effect":[100],"fusion.":[103],"The":[104,205],"algorithm":[105],"first":[106],"extracts":[107],"text":[113],"through":[114],"Bi-LSTM":[116],"(Bidirectional":[117],"Long":[118],"Short-Term":[119],"Memory)":[120],"layer":[121],"capture":[123,164],"contextual":[125],"relevance":[126],"text.":[129,149],"Senta-BiLSTM":[130],"then":[132,151],"used":[133,202],"extract":[135],"predict":[139],"probability":[141],"positive":[143],"negative":[145],"emotions":[146],"It":[150],"uses":[152],"domain":[153],"as":[155,179],"an":[156],"enhancement":[157],"mechanism":[161],"fully":[163],"fine-grained":[166],"associated":[169],"that":[171,209,226,251],"domain.":[172],"Finally,":[173],"fusion":[175],"are":[177,201],"taken":[178],"input":[181],"classifier,":[187],"combined":[188],"multi-task":[191],"representation":[192],"information,":[194],"MLP":[197],"Softmax":[199],"functions":[200],"classification.":[204],"experimental":[206],"results":[207],"show":[208],"Chinese":[212],"dataset":[213,234],"Weibo21,":[214],"F1":[216,237],"value":[217,238],"this":[219,244],"0.958,":[222],"4.9%":[223],"higher":[224,249],"than":[225,250],"sub-optimal":[229,254],"model;":[230],"English":[233],"FakeNewsNet,":[235],"result":[242],"0.845,":[247],"1.8%":[248],"model,":[255],"which":[256],"advanced":[258],"feasible.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}