{"id":"https://openalex.org/W2593783713","doi":"https://doi.org/10.5220/0006271105730578","title":"Identity Deception Detection on Social Media Platforms","display_name":"Identity Deception Detection on Social Media Platforms","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2593783713","doi":"https://doi.org/10.5220/0006271105730578","mag":"2593783713"},"language":"en","primary_location":{"id":"doi:10.5220/0006271105730578","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006271105730578","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Information Systems Security and Privacy","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0006271105730578","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5039155958","display_name":"Est\u00e9e van der Walt","orcid":"https://orcid.org/0000-0002-0034-6015"},"institutions":[{"id":"https://openalex.org/I69552723","display_name":"University of Pretoria","ror":"https://ror.org/00g0p6g84","country_code":"ZA","type":"education","lineage":["https://openalex.org/I69552723"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Est\u00e9e van der Walt","raw_affiliation_strings":["University of Pretoria, South Africa"],"affiliations":[{"raw_affiliation_string":"University of Pretoria, South Africa","institution_ids":["https://openalex.org/I69552723"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088421729","display_name":"Jan H. P. Eloff","orcid":"https://orcid.org/0000-0003-4683-2198"},"institutions":[{"id":"https://openalex.org/I69552723","display_name":"University of Pretoria","ror":"https://ror.org/00g0p6g84","country_code":"ZA","type":"education","lineage":["https://openalex.org/I69552723"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"J. H. P. Eloff","raw_affiliation_strings":["University of Pretoria, South Africa"],"affiliations":[{"raw_affiliation_string":"University of Pretoria, South Africa","institution_ids":["https://openalex.org/I69552723"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5039155958"],"corresponding_institution_ids":["https://openalex.org/I69552723"],"apc_list":null,"apc_paid":null,"fwci":0.5057,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.7215949,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"573","last_page":"578"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.991100013256073,"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/T12519","display_name":"Cybercrime and Law Enforcement Studies","score":0.991100013256073,"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/T12268","display_name":"Deception detection and forensic psychology","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10734","display_name":"Information and Cyber Security","score":0.9872000217437744,"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/deception","display_name":"Deception","score":0.8703080415725708},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.5852863788604736},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5732125639915466},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5650622844696045},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.44971123337745667},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2511397898197174},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.19281011819839478},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1892957091331482},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.12375342845916748},{"id":"https://openalex.org/keywords/aesthetics","display_name":"Aesthetics","score":0.09913328289985657}],"concepts":[{"id":"https://openalex.org/C2779267917","wikidata":"https://www.wikidata.org/wiki/Q170028","display_name":"Deception","level":2,"score":0.8703080415725708},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.5852863788604736},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5732125639915466},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5650622844696045},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.44971123337745667},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2511397898197174},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19281011819839478},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1892957091331482},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.12375342845916748},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.09913328289985657}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0006271105730578","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006271105730578","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Information Systems Security and Privacy","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.up.ac.za:2263/70518","is_oa":false,"landing_page_url":"http://hdl.handle.net/2263/70518","pdf_url":null,"source":{"id":"https://openalex.org/S4306401870","display_name":"UpSpace Institutional Repository (University of Pretoria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I69552723","host_organization_name":"University of Pretoria","host_organization_lineage":["https://openalex.org/I69552723"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Thesis"}],"best_oa_location":{"id":"doi:10.5220/0006271105730578","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0006271105730578","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Information Systems Security and Privacy","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2165717120","https://openalex.org/W2039390456","https://openalex.org/W2948663225","https://openalex.org/W2029954793","https://openalex.org/W1992683634","https://openalex.org/W4295295666","https://openalex.org/W1978059949","https://openalex.org/W2512387791"],"abstract_inverted_index":{"Whenever":[0],"they":[1,58,67],"interact":[2],"on":[3,162,234],"big":[4],"data":[5,78],"platforms":[6,55],"such":[7],"as":[8,57],"social":[9,53,115,402],"media,":[10],"humans":[11,283],"run":[12],"the&#13;\\nrisk":[13],"of":[14,23,51,77,84,96,99,191,222,241,259,264,309,397],"being":[15,79],"targeted":[16,91],"by":[17,108,160,282,299],"other":[18,287],"malicious":[19],"individuals.":[20],"The":[21,88,114,224,243,289,322],"protection":[22,43],"these":[24,52],"humans&#13;\\nis":[25],"problematic,":[26],"even":[27],"though":[28],"cyber-attack":[29],"events":[30],"have":[31,120],"received":[32],"much":[33],"attention":[34],"in":[35,173,284,362],"public&#13;\\nin":[36],"order":[37],"to":[38,49,61,125,155,164,214,230,251,286,320,371,379,394],"create":[39,62],"greater":[40],"awareness.":[41],"Cyber":[42],"is":[44,102,107,349],"di":[45,93],"cult,":[46],"largely":[47],"due":[48],"the&#13;\\nnature":[50],"media":[54],"(SMPs),":[56],"allow":[59],"individuals":[60],"and&#13;\\nuse":[63],"almost":[64],"any":[65],"persona":[66],"choose,":[68],"with":[69,74,180,187,217,236],"minimal":[70],"validation.":[71],"This,":[72],"together":[73],"the&#13;\\nsheer":[75],"volume":[76],"generated,":[80],"warrants":[81],"the":[82,127,148,156,188,265,307,310,340,363,368,395,401],"use":[83],"automated":[85,189],"threat":[86],"detection&#13;\\nmethods.":[87],"victims":[89],"are":[90],"through":[92],"erent":[94],"forms":[95],"cyber":[97],"threats":[98],"which&#13;\\nidentity":[100],"deception":[101,106],"but":[103,352,378],"one":[104],"example.&#13;\\nIdentity":[105],"no":[109],"means":[110],"a":[111,181,218,237,255,333,347,390],"novel":[112],"concept.":[113],"sciences,":[116],"more":[117,382],"speci":[118],"cally&#13;\\npsychology,":[119],"for":[121],"many":[122],"years":[123],"attempted":[124],"understand":[126],"motive(s)":[128],"behind":[129],"human&#13;\\ndeception.":[130],"More":[131],"recently,":[132],"research":[133,178,388],"work":[134],"aimed":[135],"at":[136],"nding":[137],"fake":[138],"or":[139,356],"bot":[140],"accounts":[141],"has&#13;\\nhad":[142],"some":[143],"success.":[144],"This":[145,196,365],"study":[146,172],"used":[147,206],"abundant":[149],"knowledge":[150],"about":[151,169],"identity":[152,193,279,308],"deception,&#13;\\nin":[153],"addition":[154],"information":[157],"already":[158],"available":[159],"default":[161],"SMPs,":[163],"detect":[165,215,231],"those&#13;\\nhumans":[166],"who":[167],"lie":[168],"their":[170],"identity.&#13;\\nThe":[171],"hand":[174],"presents":[175],"an":[176,210,326],"SMP":[177,211,266,301,315],"environment":[179,197],"methodology":[182],"and&#13;\\nprototype":[183],"that":[184,271,292,317,358],"will":[185],"assist":[186],"detection":[190,295],"human":[192,293,348],"deception&#13;\\non":[194],"SMPs.":[195],"enables":[198],"various":[199],"supervised":[200],"machine":[201],"learning":[202],"experiments.&#13;\\nThe":[203],"rst":[204],"experiment":[205,226],"those":[207],"attributes":[208,267,302],"describing":[209],"pro":[212],"le":[213],"identity&#13;\\ndeception":[216,294],"nal":[219,238,256],"F1":[220,239,257],"score":[221,240,258],"32%.":[223],"second":[225],"added":[227,245],"additional":[228],"features&#13;\\nknown":[229],"deceptive":[232,253,351,376],"bots":[233],"SMPs":[235],"49%.":[242],"third&#13;\\nexperiment":[244],"further":[246],"features":[247,357],"from":[248,386],"psychology,":[249],"known":[250],"identify":[252,374],"humans,&#13;\\nwith":[254],"86%.":[260],"A":[261],"critical":[262],"evaluation":[263],"and":[268,274,303,337,400],"engineered&#13;\\nfeatures":[269],"reveals":[270],"age,":[272],"name,":[273],"location":[275],"contributed":[276],"most":[277,360],"towards":[278],"deception&#13;\\nas":[280],"executed":[281],"respect":[285],"humans.":[288],"results":[290,385],"show":[291],"can":[296],"be":[297],"achieved":[298],"using":[300],"engineered":[304],"features&#13;\\nthat":[305],"describe":[306],"individual":[311],"only,":[312],"thus":[313],"excluding":[314],"content":[316],"can&#13;\\nbe":[318],"costly":[319],"construe.":[321],"prototype":[323],"furthermore":[324],"includes":[325],"Identity":[327],"Deception":[328],"Detection":[329],"Model":[330],"(IDDM)&#13;\\nthat":[331],"scores":[332],"human's":[334],"perceived":[335],"deceptiveness":[336],"intuitively":[338],"explains":[339],"score.":[341],"The&#13;\\nIDDM":[342],"not":[343,372],"only":[344,373],"indicates":[345],"when":[346],"potentially":[350],"also":[353,380],"highlights":[354],"those&#13;\\nattributes":[355],"were":[359],"prevalent":[361],"conclusion.":[364],"aids":[366],"investigators,&#13;\\nlike":[367],"police":[369],"force,":[370],"potential":[375],"humans,":[377],"make&#13;\\na":[381],"informed":[383],"decision.&#13;\\nThe":[384],"this":[387],"make":[389],"signi":[391],"cant":[392],"contribution":[393],"elds":[396],"both":[398],"cyber&#13;\\nsecurity":[399],"sciences.":[403]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
