{"id":"https://openalex.org/W3127885387","doi":"https://doi.org/10.1142/s1793830921300022","title":"Schemes of propagation models and source estimators for rumor source detection in online social networks: A short survey of a decade of research","display_name":"Schemes of propagation models and source estimators for rumor source detection in online social networks: A short survey of a decade of research","publication_year":2021,"publication_date":"2021-04-19","ids":{"openalex":"https://openalex.org/W3127885387","doi":"https://doi.org/10.1142/s1793830921300022","mag":"3127885387"},"language":"en","primary_location":{"id":"doi:10.1142/s1793830921300022","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793830921300022","pdf_url":null,"source":{"id":"https://openalex.org/S178434951","display_name":"Discrete Mathematics Algorithms and Applications","issn_l":"1793-8309","issn":["1793-8309","1793-8317"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discrete Mathematics, Algorithms and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2101.00753","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101873437","display_name":"Rong Jin","orcid":"https://orcid.org/0000-0003-1789-236X"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rong Jin","raw_affiliation_strings":["Department of Computer Science, The Univeristy of Texas at Dallas, Richardson, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The Univeristy of Texas at Dallas, Richardson, USA","institution_ids":["https://openalex.org/I162577319"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070037321","display_name":"Weili Wu","orcid":"https://orcid.org/0000-0001-8747-6340"},"institutions":[{"id":"https://openalex.org/I162577319","display_name":"The University of Texas at Dallas","ror":"https://ror.org/049emcs32","country_code":"US","type":"education","lineage":["https://openalex.org/I162577319"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Weili Wu","raw_affiliation_strings":["Department of Computer Science, The Univeristy of Texas at Dallas, Richardson, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, The Univeristy of Texas at Dallas, Richardson, USA","institution_ids":["https://openalex.org/I162577319"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101873437"],"corresponding_institution_ids":["https://openalex.org/I162577319"],"apc_list":null,"apc_paid":null,"fwci":1.4442,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.81430147,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"13","issue":"04","first_page":"2130002","last_page":"2130002"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9997000098228455,"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/T12592","display_name":"Opinion Dynamics and Social Influence","score":0.9994000196456909,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9940000176429749,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/rumor","display_name":"Rumor","score":0.9722343683242798},{"id":"https://openalex.org/keywords/estimator","display_name":"Estimator","score":0.7580854892730713},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5989560484886169},{"id":"https://openalex.org/keywords/data-source","display_name":"Data source","score":0.49563658237457275},{"id":"https://openalex.org/keywords/social-network","display_name":"Social network (sociolinguistics)","score":0.4607900083065033},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.4531228840351105},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.44216692447662354},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40775594115257263},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.35406506061553955},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.3487982749938965},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.2803615629673004},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2621817886829376},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1562783420085907},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14160069823265076},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09921634197235107},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09120944142341614}],"concepts":[{"id":"https://openalex.org/C2780469804","wikidata":"https://www.wikidata.org/wiki/Q878352","display_name":"Rumor","level":2,"score":0.9722343683242798},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.7580854892730713},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5989560484886169},{"id":"https://openalex.org/C2983685735","wikidata":"https://www.wikidata.org/wiki/Q5227355","display_name":"Data source","level":2,"score":0.49563658237457275},{"id":"https://openalex.org/C4727928","wikidata":"https://www.wikidata.org/wiki/Q17164759","display_name":"Social network (sociolinguistics)","level":3,"score":0.4607900083065033},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.4531228840351105},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.44216692447662354},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40775594115257263},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.35406506061553955},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.3487982749938965},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2803615629673004},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2621817886829376},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1562783420085907},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14160069823265076},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09921634197235107},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09120944142341614},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"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":3,"locations":[{"id":"doi:10.1142/s1793830921300022","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793830921300022","pdf_url":null,"source":{"id":"https://openalex.org/S178434951","display_name":"Discrete Mathematics Algorithms and Applications","issn_l":"1793-8309","issn":["1793-8309","1793-8317"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discrete Mathematics, Algorithms and Applications","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2101.00753","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2101.00753","pdf_url":"https://arxiv.org/pdf/2101.00753","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_type":"text"},{"id":"pmh:doi:10.48550/arxiv.2101.00753","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"publisher-specific-oa","license_id":"https://openalex.org/licenses/publisher-specific-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2101.00753","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2101.00753","pdf_url":"https://arxiv.org/pdf/2101.00753","source":{"id":"https://openalex.org/S4393918464","display_name":"ArXiv.org","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.7699999809265137,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W785819662","https://openalex.org/W1493203874","https://openalex.org/W1508299658","https://openalex.org/W1964241922","https://openalex.org/W1966006953","https://openalex.org/W1974243612","https://openalex.org/W1997498552","https://openalex.org/W2004578388","https://openalex.org/W2010338678","https://openalex.org/W2024814977","https://openalex.org/W2038195874","https://openalex.org/W2054476043","https://openalex.org/W2057161664","https://openalex.org/W2058873618","https://openalex.org/W2061820396","https://openalex.org/W2063661633","https://openalex.org/W2084531279","https://openalex.org/W2092597843","https://openalex.org/W2099924198","https://openalex.org/W2103126699","https://openalex.org/W2110227539","https://openalex.org/W2111772797","https://openalex.org/W2130466555","https://openalex.org/W2150105124","https://openalex.org/W2154455818","https://openalex.org/W2161728228","https://openalex.org/W2186600210","https://openalex.org/W2289188741","https://openalex.org/W2289587777","https://openalex.org/W2295460761","https://openalex.org/W2330404741","https://openalex.org/W2344320841","https://openalex.org/W2380774587","https://openalex.org/W2479032158","https://openalex.org/W2528339895","https://openalex.org/W2543832644","https://openalex.org/W2549585534","https://openalex.org/W2559912070","https://openalex.org/W2571239373","https://openalex.org/W2575013743","https://openalex.org/W2605245004","https://openalex.org/W2613995098","https://openalex.org/W2758364315","https://openalex.org/W2897710815","https://openalex.org/W2907028664","https://openalex.org/W2964006178","https://openalex.org/W2983244957","https://openalex.org/W3011667710","https://openalex.org/W3022208364","https://openalex.org/W3023194939","https://openalex.org/W3036843059","https://openalex.org/W3093312020","https://openalex.org/W3103291348","https://openalex.org/W3105272691","https://openalex.org/W4232212779","https://openalex.org/W4249261887","https://openalex.org/W4287780403"],"related_works":["https://openalex.org/W2372853429","https://openalex.org/W2793319716","https://openalex.org/W3110636174","https://openalex.org/W4210503589","https://openalex.org/W2810386322","https://openalex.org/W2908713064","https://openalex.org/W2801267666","https://openalex.org/W4213140416","https://openalex.org/W2188429085","https://openalex.org/W2014074345"],"abstract_inverted_index":{"Recent":[0],"years":[1],"have":[2],"seen":[3],"various":[4],"rumor":[5,13,57,66],"diffusion":[6],"models":[7],"being":[8],"assumed":[9],"in":[10,36,69],"detection":[11,35],"of":[12,16,48,52,56,65],"source":[14,34,67],"research":[15],"the":[17,54,70,74,78],"online":[18],"social":[19],"network.":[20],"Diffusion":[21],"model":[22],"is":[23,40],"arguably":[24],"considered":[25],"as":[26,59,61],"a":[27,85],"very":[28],"important":[29],"and":[30,77],"challenging":[31],"factor":[32],"for":[33],"networks,":[37],"but":[38],"it":[39],"less":[41],"studied.":[42],"This":[43],"paper":[44],"provides":[45],"an":[46],"overview":[47],"three":[49,62],"representative":[50],"schemes":[51,64],"modeling":[53],"pattern":[55],"propagation":[58],"well":[60],"major":[63],"estimator":[68],"Independent":[71],"Cascade-based":[72],"model,":[73,76,80],"Epidemic-based":[75],"Learning-based":[79],"respectively,":[81],"since":[82],"their":[83],"inception":[84],"decade":[86],"ago.":[87]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2021-02-15T00:00:00"}
