{"id":"https://openalex.org/W3175617041","doi":"https://doi.org/10.1145/3450614.3463353","title":"Towards Continuous Automatic Audits of Social Media Adaptive Behavior and its Role in Misinformation Spreading","display_name":"Towards Continuous Automatic Audits of Social Media Adaptive Behavior and its Role in Misinformation Spreading","publication_year":2021,"publication_date":"2021-06-21","ids":{"openalex":"https://openalex.org/W3175617041","doi":"https://doi.org/10.1145/3450614.3463353","mag":"3175617041"},"language":"en","primary_location":{"id":"doi:10.1145/3450614.3463353","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3450614.3463353","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5043199710","display_name":"Jakub \u0160imko","orcid":"https://orcid.org/0000-0003-0239-4237"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Jakub Simko","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067542438","display_name":"Mat\u00fa\u0161 Tomlein","orcid":"https://orcid.org/0000-0002-9960-700X"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Matus Tomlein","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078389036","display_name":"Branislav Pecher","orcid":"https://orcid.org/0000-0003-0344-8620"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Branislav Pecher","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032021797","display_name":"R\u00f3bert M\u00f3ro","orcid":"https://orcid.org/0000-0002-3052-8290"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Robert Moro","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082763244","display_name":"Ivan Srba","orcid":"https://orcid.org/0000-0003-3511-5337"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Ivan Srba","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087108795","display_name":"Elena \u0160tefancov\u00e1","orcid":"https://orcid.org/0000-0001-8683-939X"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Elena Stefancova","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030086116","display_name":"Andrea Hr\u010dkov\u00e1","orcid":"https://orcid.org/0000-0001-9312-6451"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Andrea Hrckova","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052619773","display_name":"Michal Kompan","orcid":"https://orcid.org/0000-0002-4649-5120"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Michal Kompan","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies and Slovak.AI, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies and Slovak.AI, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003256903","display_name":"Juraj Podrou\u017eek","orcid":"https://orcid.org/0000-0002-9691-0310"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Juraj Podrouzek","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030414237","display_name":"M\u00e1ria Bielikov\u00e1","orcid":"https://orcid.org/0000-0003-4105-3494"},"institutions":[{"id":"https://openalex.org/I4401200340","display_name":"Kempelen Institute of Intelligent Technologies","ror":"https://ror.org/02j78kr76","country_code":null,"type":"nonprofit","lineage":["https://openalex.org/I4401200340"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Maria Bielikova","raw_affiliation_strings":["Kempelen Institute of Intelligent Technologies and Slovak.AI, Slovakia"],"affiliations":[{"raw_affiliation_string":"Kempelen Institute of Intelligent Technologies and Slovak.AI, Slovakia","institution_ids":["https://openalex.org/I4401200340"]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5043199710"],"corresponding_institution_ids":["https://openalex.org/I4401200340"],"apc_list":null,"apc_paid":null,"fwci":1.2238,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.83153779,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"411","last_page":"414"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","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"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","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/T11147","display_name":"Misinformation and Its Impacts","score":0.9990000128746033,"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":0.9988999962806702,"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/misinformation","display_name":"Misinformation","score":0.8406546115875244},{"id":"https://openalex.org/keywords/audit","display_name":"Audit","score":0.7785110473632812},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.771173357963562},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.7406606078147888},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.48998966813087463},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.48971131443977356},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40659159421920776},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3369184136390686},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2968907356262207},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.2734978199005127},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.16476768255233765},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.12055584788322449},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.11082065105438232},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.10095590353012085}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.8406546115875244},{"id":"https://openalex.org/C199521495","wikidata":"https://www.wikidata.org/wiki/Q181487","display_name":"Audit","level":2,"score":0.7785110473632812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.771173357963562},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.7406606078147888},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.48998966813087463},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.48971131443977356},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40659159421920776},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3369184136390686},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2968907356262207},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2734978199005127},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.16476768255233765},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.12055584788322449},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.11082065105438232},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.10095590353012085}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3450614.3463353","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3450614.3463353","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Adjunct Proceedings of the 29th ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3827193553","display_name":null,"funder_award_id":"952215","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2104185103","https://openalex.org/W2160512933","https://openalex.org/W2512971201","https://openalex.org/W2587944871","https://openalex.org/W2769041395","https://openalex.org/W2799228294","https://openalex.org/W2914572204","https://openalex.org/W2942640105","https://openalex.org/W2963058357","https://openalex.org/W2973172293","https://openalex.org/W2979959119","https://openalex.org/W2987834530","https://openalex.org/W2989696878","https://openalex.org/W3012588689","https://openalex.org/W3032474305","https://openalex.org/W3037262851","https://openalex.org/W3043177469","https://openalex.org/W3044863445","https://openalex.org/W3081671202","https://openalex.org/W3091793048","https://openalex.org/W3096187776","https://openalex.org/W3148007703","https://openalex.org/W4235216760","https://openalex.org/W4300539796"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W3197131596","https://openalex.org/W4390616380","https://openalex.org/W4388666321","https://openalex.org/W4205914924","https://openalex.org/W4283459170","https://openalex.org/W4390691583","https://openalex.org/W4225301003","https://openalex.org/W4229014887","https://openalex.org/W2962981892"],"abstract_inverted_index":{"In":[0],"this":[1,66],"paper,":[2],"we":[3,164],"argue":[4,165],"for":[5,156,166],"continuous":[6],"and":[7,15,20,70,81,100,135,174],"automatic":[8,127],"auditing":[9,111],"of":[10,28,54,58,109,119,169],"social":[11,40,130],"media":[12,41,131],"adaptive":[13],"behavior":[14,80,99],"outline":[16],"its":[17,82],"key":[18],"characteristics":[19],"challenges.":[21],"We":[22],"are":[23,91,125,133],"motivated":[24],"by":[25,36],"the":[26,52,56,97,113,117,154,161,167],"spread":[27,53],"online":[29],"misinformation,":[30,55],"which":[31],"has":[32],"recently":[33],"been":[34],"fueled":[35],"opaque":[37],"recommendations":[38],"on":[39,94],"platforms.":[42],"Although":[43],"many":[44],"platforms":[45,132],"have":[46],"declared":[47],"to":[48,75,116,147],"take":[49],"steps":[50],"against":[51],"effectiveness":[57],"such":[59,110],"measures":[60],"must":[61],"be":[62,148],"assessed":[63],"independently.":[64],"To":[65],"end,":[67],"independent":[68],"organizations":[69],"researchers":[71],"carry":[72],"out":[73],"audits":[74,90,145],"quantitatively":[76],"assess":[77],"platform":[78,102],"recommendation":[79],"effects":[83],"(e.g.,":[84,104],"filter":[85],"bubble":[86],"creation":[87],"tendencies).":[88],"The":[89,107],"typically":[92],"based":[93],"agents":[95],"simulating":[96],"user":[98],"collecting":[101],"reactions":[103],"recommended":[105],"items).":[106],"downside":[108],"is":[112],"cost":[114],"related":[115],"interpretation":[118],"collected":[120],"data":[121,158,162],"(here,":[122],"some":[123],"auditors":[124],"advancing":[126],"annotation).":[128],"Furthermore,":[129],"dynamic":[134],"ever-changing":[136],"(algorithms":[137],"change,":[138],"concepts":[139],"drift,":[140],"new":[141],"content":[142],"appears).":[143],"Therefore,":[144],"need":[146,155],"performed":[149],"continuously.":[150],"This":[151],"further":[152],"increases":[153],"automated":[157],"annotation.":[159],"Regarding":[160],"annotation,":[163],"application":[168],"weak":[170],"supervision,":[171],"semi-supervised":[172],"learning,":[173],"human-in-the-loop":[175],"techniques.":[176]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}