{"id":"https://openalex.org/W2952218416","doi":"https://doi.org/10.1145/3305258","title":"Content-Aware Trust Propagation Toward Online Review Spam Detection","display_name":"Content-Aware Trust Propagation Toward Online Review Spam Detection","publication_year":2019,"publication_date":"2019-06-20","ids":{"openalex":"https://openalex.org/W2952218416","doi":"https://doi.org/10.1145/3305258","mag":"2952218416"},"language":"en","primary_location":{"id":"doi:10.1145/3305258","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3305258","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3305258","source":{"id":"https://openalex.org/S110189822","display_name":"Journal of Data and Information Quality","issn_l":"1936-1955","issn":["1936-1955","1936-1963"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Quality","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3305258","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000564739","display_name":"Hao Xue","orcid":"https://orcid.org/0000-0003-1700-9215"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hao Xue","raw_affiliation_strings":["The University of Kansas, Lawrence, KS, USA"],"affiliations":[{"raw_affiliation_string":"The University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067922619","display_name":"Qiaozhi Wang","orcid":"https://orcid.org/0000-0003-4627-8510"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qiaozhi Wang","raw_affiliation_strings":["The University of Kansas, Lawrence, KS, USA"],"affiliations":[{"raw_affiliation_string":"The University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052233895","display_name":"Bo Luo","orcid":"https://orcid.org/0000-0001-8196-2436"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bo Luo","raw_affiliation_strings":["The University of Kansas, Lawrence, KS, USA"],"affiliations":[{"raw_affiliation_string":"The University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071948907","display_name":"Hyunjin Seo","orcid":"https://orcid.org/0000-0002-3312-8794"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hyunjin Seo","raw_affiliation_strings":["The University of Kansas, Lawrence, KS, USA"],"affiliations":[{"raw_affiliation_string":"The University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014556254","display_name":"Fengjun Li","orcid":"https://orcid.org/0000-0003-4079-2228"},"institutions":[{"id":"https://openalex.org/I146416000","display_name":"University of Kansas","ror":"https://ror.org/001tmjg57","country_code":"US","type":"education","lineage":["https://openalex.org/I146416000"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fengjun Li","raw_affiliation_strings":["The University of Kansas, Lawrence, KS, USA"],"affiliations":[{"raw_affiliation_string":"The University of Kansas, Lawrence, KS, USA","institution_ids":["https://openalex.org/I146416000"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000564739"],"corresponding_institution_ids":["https://openalex.org/I146416000"],"apc_list":null,"apc_paid":null,"fwci":3.8752,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.94257722,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"11","issue":"3","first_page":"1","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":1.0,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9991000294685364,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8147711753845215},{"id":"https://openalex.org/keywords/spamming","display_name":"Spamming","score":0.7933164834976196},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.6117836236953735},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.5936232805252075},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5763419270515442},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4603865146636963},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.38013631105422974},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3696199059486389},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3466047942638397},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3275632858276367},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2980981469154358},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.28167587518692017}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8147711753845215},{"id":"https://openalex.org/C158955206","wikidata":"https://www.wikidata.org/wiki/Q83058","display_name":"Spamming","level":3,"score":0.7933164834976196},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.6117836236953735},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.5936232805252075},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5763419270515442},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4603865146636963},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.38013631105422974},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3696199059486389},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3466047942638397},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3275632858276367},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2980981469154358},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.28167587518692017},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3305258","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3305258","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3305258","source":{"id":"https://openalex.org/S110189822","display_name":"Journal of Data and Information Quality","issn_l":"1936-1955","issn":["1936-1955","1936-1963"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Quality","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3305258","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3305258","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3305258","source":{"id":"https://openalex.org/S110189822","display_name":"Journal of Data and Information Quality","issn_l":"1936-1955","issn":["1936-1955","1936-1963"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Quality","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7699999809265137,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G2947870352","display_name":null,"funder_award_id":"INS-0073037","funder_id":"https://openalex.org/F4320332846","funder_display_name":"School of Pharmacy, University of Missouri-Kansas City"},{"id":"https://openalex.org/G4674863045","display_name":null,"funder_award_id":"Science of Security Initiative","funder_id":"https://openalex.org/F4320311089","funder_display_name":"National Security Agency"},{"id":"https://openalex.org/G4823241545","display_name":null,"funder_award_id":"CNS- 1422206, DGE-1565570","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G848032724","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G925096364","display_name":"SBE TWC: Small: Collaborative: Privacy Protection in Social Networks: Bridging the Gap Between User Perception and Privacy Enforcement","funder_award_id":"1422206","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320311089","display_name":"National Security Agency","ror":"https://ror.org/0047bvr32"},{"id":"https://openalex.org/F4320332846","display_name":"School of Pharmacy, University of Missouri-Kansas City","ror":"https://ror.org/01w0d5g70"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2952218416.pdf","grobid_xml":"https://content.openalex.org/works/W2952218416.grobid-xml"},"referenced_works_count":85,"referenced_works":["https://openalex.org/W9328536","https://openalex.org/W125855469","https://openalex.org/W168564468","https://openalex.org/W193524605","https://openalex.org/W238751520","https://openalex.org/W893486657","https://openalex.org/W1194372791","https://openalex.org/W1528321674","https://openalex.org/W1572786359","https://openalex.org/W1607035479","https://openalex.org/W1614298861","https://openalex.org/W1854214752","https://openalex.org/W1967880951","https://openalex.org/W1983324541","https://openalex.org/W1991819034","https://openalex.org/W2001259128","https://openalex.org/W2008958455","https://openalex.org/W2016266039","https://openalex.org/W2024218614","https://openalex.org/W2029830906","https://openalex.org/W2037125742","https://openalex.org/W2044429219","https://openalex.org/W2047756776","https://openalex.org/W2048716023","https://openalex.org/W2049434052","https://openalex.org/W2062913298","https://openalex.org/W2063596712","https://openalex.org/W2074975950","https://openalex.org/W2081375810","https://openalex.org/W2081580037","https://openalex.org/W2089124807","https://openalex.org/W2096110600","https://openalex.org/W2097606805","https://openalex.org/W2105689297","https://openalex.org/W2106477703","https://openalex.org/W2112213600","https://openalex.org/W2113786470","https://openalex.org/W2114524997","https://openalex.org/W2118388899","https://openalex.org/W2124637344","https://openalex.org/W2128507180","https://openalex.org/W2133266261","https://openalex.org/W2136710010","https://openalex.org/W2138621811","https://openalex.org/W2142708806","https://openalex.org/W2146111747","https://openalex.org/W2150281577","https://openalex.org/W2159359879","https://openalex.org/W2159457224","https://openalex.org/W2160660844","https://openalex.org/W2163459391","https://openalex.org/W2189187207","https://openalex.org/W2192783609","https://openalex.org/W2202307757","https://openalex.org/W2234079371","https://openalex.org/W2250539671","https://openalex.org/W2251030241","https://openalex.org/W2251262990","https://openalex.org/W2251648804","https://openalex.org/W2251777082","https://openalex.org/W2252012216","https://openalex.org/W2252057809","https://openalex.org/W2252215182","https://openalex.org/W2282288858","https://openalex.org/W2407783761","https://openalex.org/W2427312199","https://openalex.org/W2510668267","https://openalex.org/W2516519892","https://openalex.org/W2517523272","https://openalex.org/W2524182563","https://openalex.org/W2569238137","https://openalex.org/W2591945600","https://openalex.org/W2604205681","https://openalex.org/W2604992511","https://openalex.org/W2675134125","https://openalex.org/W2724840129","https://openalex.org/W2750779823","https://openalex.org/W2752337926","https://openalex.org/W2865829684","https://openalex.org/W2895715183","https://openalex.org/W2949957935","https://openalex.org/W2950577311","https://openalex.org/W3124804010","https://openalex.org/W4205184193","https://openalex.org/W4365799947"],"related_works":["https://openalex.org/W1987732684","https://openalex.org/W2286465138","https://openalex.org/W637393809","https://openalex.org/W2808742736","https://openalex.org/W1526983901","https://openalex.org/W3126526144","https://openalex.org/W2368605798","https://openalex.org/W3021299372","https://openalex.org/W199856180","https://openalex.org/W4381955754"],"abstract_inverted_index":{"With":[0],"the":[1,23,68,71,74,88,91,99,103,110,113,116,124,127,146,167,174,186,193],"increasing":[2],"popularity":[3],"of":[4,11,25,57,73,115,129,162,170],"online":[5,52],"review":[6,53,82,153],"systems,":[7],"a":[8,81,130,138,171],"large":[9],"volume":[10],"user-generated":[12],"content":[13,72],"becomes":[14],"available":[15],"to":[16,119,143,205],"help":[17],"people":[18],"make":[19],"reasonable":[20],"judgments":[21],"about":[22],"quality":[24],"services":[26],"and":[27,59,98,133,152,181],"products":[28],"from":[29,95,123,173,189],"unknown":[30],"providers.":[31],"However,":[32],"these":[33],"platforms":[34],"are":[35,159],"frequently":[36],"abused":[37],"since":[38,164],"fraudulent":[39],"information":[40],"can":[41],"be":[42],"freely":[43],"inserted":[44],"by":[45,66],"potentially":[46],"malicious":[47],"users":[48],"without":[49],"validation.":[50],"Consequently,":[51],"systems":[54],"become":[55],"targets":[56,180],"individual":[58,96],"professional":[60],"spammers,":[61,163],"who":[62],"insert":[63],"deceptive":[64],"reviews":[65,97],"manipulating":[67],"rating":[69],"and/or":[70],"reviews.":[75,214],"In":[76,106],"this":[77,135],"work,":[78],"we":[79,108],"propose":[80],"spamming":[83],"detection":[84,195],"scheme":[85,196],"based":[86,197,209],"on":[87,102,112,185,198,210],"deviation":[89,169],"between":[90],"aspect-specific":[92,176,199],"opinions":[93,101,177,211],"extracted":[94],"aggregated":[100,175],"corresponding":[104],"aspects.":[105,183],"particular,":[107],"model":[109],"influence":[111],"trustworthiness":[114,208],"user":[117,172],"due":[118],"his":[120],"opinion":[121],"deviations":[122],"majority":[125],"in":[126,213],"form":[128],"deviation-based":[131],"penalty,":[132],"integrate":[134],"penalty":[136],"into":[137],"three-layer":[139],"trust":[140,147,157,201],"propagation":[141,202],"framework":[142],"iteratively":[144],"compute":[145],"scores":[148,158],"for":[149],"users,":[150],"reviews,":[151],"targets,":[154],"respectively.":[155],"The":[156],"effective":[160],"indicators":[161],"they":[165],"reflect":[166],"overall":[168],"across":[178],"all":[179,182],"Experiments":[184],"dataset":[187],"collected":[188],"Yelp.com":[190],"show":[191],"that":[192],"proposed":[194],"content-aware":[200],"is":[203],"able":[204],"measure":[206],"users\u2019":[207],"expressed":[212]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":5}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
