{"id":"https://openalex.org/W4286579120","doi":"https://doi.org/10.1109/tnnls.2022.3190348","title":"Modeling the Uncertainty of Information Propagation for Rumor Detection: A Neuro-Fuzzy Approach","display_name":"Modeling the Uncertainty of Information Propagation for Rumor Detection: A Neuro-Fuzzy Approach","publication_year":2022,"publication_date":"2022-07-22","ids":{"openalex":"https://openalex.org/W4286579120","doi":"https://doi.org/10.1109/tnnls.2022.3190348","pmid":"https://pubmed.ncbi.nlm.nih.gov/35867363"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3190348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3190348","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5078929115","display_name":"Lingwei Wei","orcid":"https://orcid.org/0000-0002-7058-2662"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingwei Wei","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7058-2662","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063106324","display_name":"Dou Hu","orcid":"https://orcid.org/0000-0001-7790-8568"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dou Hu","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7790-8568","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026526428","display_name":"Wei Zhou","orcid":"https://orcid.org/0000-0003-3622-3970"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhou","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3622-3970","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017152993","display_name":"Xin Wang","orcid":"https://orcid.org/0000-0002-0125-8252"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Wang","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0125-8252","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018288181","display_name":"Songlin Hu","orcid":"https://orcid.org/0000-0002-7170-3809"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songlin Hu","raw_affiliation_strings":["Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7170-3809","affiliations":[{"raw_affiliation_string":"Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I19820366"]},{"raw_affiliation_string":"School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":13.7775,"has_fulltext":false,"cited_by_count":43,"citation_normalized_percentile":{"value":0.98847276,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"35","issue":"2","first_page":"2522","last_page":"2533"},"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9848999977111816,"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/computer-science","display_name":"Computer science","score":0.7306976318359375},{"id":"https://openalex.org/keywords/rumor","display_name":"Rumor","score":0.6667591333389282},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5546921491622925},{"id":"https://openalex.org/keywords/discriminative-model","display_name":"Discriminative model","score":0.4874732494354248},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.47975122928619385},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.47914308309555054},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.44642117619514465},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.43763527274131775},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43563610315322876}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7306976318359375},{"id":"https://openalex.org/C2780469804","wikidata":"https://www.wikidata.org/wiki/Q878352","display_name":"Rumor","level":2,"score":0.6667591333389282},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5546921491622925},{"id":"https://openalex.org/C97931131","wikidata":"https://www.wikidata.org/wiki/Q5282087","display_name":"Discriminative model","level":2,"score":0.4874732494354248},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.47975122928619385},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.47914308309555054},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.44642117619514465},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43763527274131775},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43563610315322876},{"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/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2022.3190348","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3190348","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:35867363","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35867363","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7900000214576721,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G5031328292","display_name":null,"funder_award_id":"6210071416","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1546111015","https://openalex.org/W1638051351","https://openalex.org/W1784685665","https://openalex.org/W1964468250","https://openalex.org/W1974674099","https://openalex.org/W1975594555","https://openalex.org/W1981447134","https://openalex.org/W1987523869","https://openalex.org/W2034076205","https://openalex.org/W2034978228","https://openalex.org/W2039589504","https://openalex.org/W2051405935","https://openalex.org/W2072891529","https://openalex.org/W2084591134","https://openalex.org/W2104432806","https://openalex.org/W2142869398","https://openalex.org/W2281420995","https://openalex.org/W2385027037","https://openalex.org/W2626431759","https://openalex.org/W2741930413","https://openalex.org/W2742144412","https://openalex.org/W2752362131","https://openalex.org/W2774484786","https://openalex.org/W2789011104","https://openalex.org/W2790166049","https://openalex.org/W2798787718","https://openalex.org/W2801277493","https://openalex.org/W2805516822","https://openalex.org/W2899457523","https://openalex.org/W2911715381","https://openalex.org/W2943086224","https://openalex.org/W2952477082","https://openalex.org/W2962847895","https://openalex.org/W2962946486","https://openalex.org/W2963350960","https://openalex.org/W2963416784","https://openalex.org/W2970683844","https://openalex.org/W2983067441","https://openalex.org/W2983244957","https://openalex.org/W2997128522","https://openalex.org/W2997976265","https://openalex.org/W3004200020","https://openalex.org/W3031781733","https://openalex.org/W3035887857","https://openalex.org/W3039273193","https://openalex.org/W3090781815","https://openalex.org/W3101707147","https://openalex.org/W3132202893","https://openalex.org/W3197593742","https://openalex.org/W6631190155","https://openalex.org/W6638078737","https://openalex.org/W6682691769","https://openalex.org/W6726873649","https://openalex.org/W6732431570","https://openalex.org/W6738964360","https://openalex.org/W6739901393","https://openalex.org/W6745537798","https://openalex.org/W6751322027","https://openalex.org/W6751796012"],"related_works":["https://openalex.org/W2372853429","https://openalex.org/W2793319716","https://openalex.org/W3110636174","https://openalex.org/W4210503589","https://openalex.org/W2908713064","https://openalex.org/W2810386322","https://openalex.org/W2801267666","https://openalex.org/W2188429085","https://openalex.org/W2886888575","https://openalex.org/W3140274682"],"abstract_inverted_index":{"Automatic":[0],"rumor":[1,232,245,249],"detection":[2,246],"is":[3,140],"critical":[4],"for":[5,219,231],"maintaining":[6],"a":[7,27,40,79,111,130,134,149,161,214],"healthy":[8],"social":[9],"media":[10],"environment.":[11],"The":[12,193,209],"mainstream":[13],"methods":[14],"generally":[15],"learn":[16],"rich":[17],"features":[18,230],"from":[19],"information":[20,127,146],"cascades":[21],"by":[22,77,105,187],"modeling":[23],"the":[24,57,89,106,126,154,179,207,237],"cascade":[25,128,147],"as":[26,62,166,168],"tree":[28],"or":[29,69],"graph":[30,90,116,138,151,184],"structure":[31,152],"where":[32],"edges":[33],"are":[34],"built":[35],"based":[36],"on":[37,84,243],"interactions":[38,60,76,124,222],"between":[39,160],"tweet":[41,162],"and":[42,91,163,223,227,239,247],"retweets.":[43],"Some":[44],"psychology":[45],"studies":[46],"have":[47],"empirically":[48],"shown":[49],"that":[50],"users'":[51],"various":[52],"subjective":[53],"factors":[54],"always":[55],"cause":[56],"uncertainty":[58,97],"of":[59,98,137,156,241],"such":[61],"differences":[63],"among":[64,172],"interactive":[65,158,170],"behavior":[66],"activation":[67],"thresholds":[68],"semantic":[70],"relevancy.":[71],"However,":[72],"previous":[73],"works":[74],"model":[75,211],"employing":[78],"simple":[80],"fully":[81],"connected":[82],"layer":[83],"fixed":[85],"edge":[86,189,196],"weights":[87,197],"in":[88,125,129,178,206],"cannot":[92],"reasonably":[93],"describe":[94],"this":[95,102],"inherent":[96],"complex":[99],"interactions.":[100],"In":[101],"article,":[103],"inspired":[104],"fuzzy":[107,115,131],"theory,":[108],"we":[109,182],"propose":[110],"novel":[112],"neuro-fuzzy":[113],"method,":[114],"convolutional":[117,185],"networks":[118,186],"(FGCNs),":[119],"to":[120,143,199,202],"sufficiently":[121],"understand":[122],"uncertain":[123,221],"perspective.":[132],"Specifically,":[133],"new":[135],"strategy":[136],"construction":[139],"first":[141],"designed":[142],"convert":[144],"each":[145],"into":[148],"heterogeneous":[150],"with":[153],"consideration":[155],"explicit":[157],"behaviors":[159,171],"its":[164],"retweet,":[165],"well":[167],"implicit":[169],"retweets,":[173],"enriching":[174],"more":[175,225],"structural":[176,229],"clues":[177],"graph.":[180,208],"Then,":[181],"improve":[183],"incorporating":[188],"fuzzification":[190],"(EF)":[191],"modules.":[192],"EFs":[194],"adapt":[195],"according":[198],"predefined":[200],"membership":[201],"enhance":[203],"message":[204],"passing":[205],"proposed":[210],"can":[212],"provide":[213],"stronger":[215],"relational":[216],"inductive":[217],"bias":[218],"expressing":[220],"capture":[224],"discriminative":[226],"robust":[228],"detection.":[233,250],"Extensive":[234],"experiments":[235],"demonstrate":[236],"effectiveness":[238],"superiority":[240],"FGCN":[242],"both":[244],"early":[248]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":13},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}