{"id":"https://openalex.org/W7123866325","doi":"https://doi.org/10.1109/iscc65549.2025.11326527","title":"Exposing Data Poison Threats in Smart Home Recommendation Systems","display_name":"Exposing Data Poison Threats in Smart Home Recommendation Systems","publication_year":2025,"publication_date":"2025-07-02","ids":{"openalex":"https://openalex.org/W7123866325","doi":"https://doi.org/10.1109/iscc65549.2025.11326527"},"language":null,"primary_location":{"id":"doi:10.1109/iscc65549.2025.11326527","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc65549.2025.11326527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5017203895","display_name":"Adriano Fortes Maia","orcid":"https://orcid.org/0000-0003-1880-3998"},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Adriano Humberto de Oliveira Maia","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122918254","display_name":"Nilton Fl\u00e1vio Sousa Seixas","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Nilton Fl\u00e1vio Sousa Seixas","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122987817","display_name":"Claudio de Farias Dantas","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Claudio de Farias Dantas","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122987153","display_name":"Luiz Gonzaga Santana Dos Santos","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Luiz Gonzaga Santana Dos Santos","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100873160","display_name":"I. do Carmo Machado","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Ivan Do Carmo Machado","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091458338","display_name":"H\u00e9rsio Massanori Iwamoto","orcid":null},"institutions":[{"id":"https://openalex.org/I75619284","display_name":"Universidade Positivo","ror":"https://ror.org/02d09a271","country_code":"BR","type":"education","lineage":["https://openalex.org/I75619284"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"H\u00e9rsio Massanori Iwamoto","raw_affiliation_strings":["Positivo Tecnologia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Positivo Tecnologia","institution_ids":["https://openalex.org/I75619284"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108073630","display_name":"Eduardo Santana de Almeida","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Eduardo Santana de Almeida","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122213600","display_name":"Frederico Ara\u00fajo Dur\u00e3o","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Frederico Ara\u00fajo Durao","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079357080","display_name":"Maycon Peixoto","orcid":"https://orcid.org/0000-0002-4851-5228"},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Maycon Leone Maciel Peixoto","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5099098701","display_name":"Gustavo Bittencourt Figueiredo","orcid":null},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Gustavo Bittencourt Figueiredo","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021392896","display_name":"C\u00e1ssio Prazeres","orcid":"https://orcid.org/0000-0003-0197-0909"},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"C\u00e1ssio Vinicius Serafim Prazeres","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103168628","display_name":"Bruno Pereira dos Santos","orcid":"https://orcid.org/0000-0002-7624-5966"},"institutions":[{"id":"https://openalex.org/I126158947","display_name":"Universidade Federal da Bahia","ror":"https://ror.org/03k3p7647","country_code":"BR","type":"education","lineage":["https://openalex.org/I126158947"]},{"id":"https://openalex.org/I130913789","display_name":"Instituto Federal da Bahia","ror":"https://ror.org/01tzdej37","country_code":"BR","type":"education","lineage":["https://openalex.org/I130913789"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Bruno Pereira Dos Santos","raw_affiliation_strings":["Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Computing Federal University of Bahia,Salvador,Bahia,Brazil","institution_ids":["https://openalex.org/I126158947","https://openalex.org/I130913789"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.18889999389648438,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.18889999389648438,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.12269999831914902,"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/T11800","display_name":"User Authentication and Security Systems","score":0.0754999965429306,"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/home-automation","display_name":"Home automation","score":0.6406000256538391},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.6179999709129333},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.5949000120162964},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4580000042915344},{"id":"https://openalex.org/keywords/smart-city","display_name":"Smart city","score":0.35499998927116394},{"id":"https://openalex.org/keywords/strengths-and-weaknesses","display_name":"Strengths and weaknesses","score":0.3352000117301941}],"concepts":[{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.7074000239372253},{"id":"https://openalex.org/C507571656","wikidata":"https://www.wikidata.org/wiki/Q848436","display_name":"Home automation","level":2,"score":0.6406000256538391},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.6179999709129333},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.5949000120162964},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5364999771118164},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4580000042915344},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.41819998621940613},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.35499998927116394},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.3352000117301941},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.30630001425743103},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3005000054836273},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C165609540","wikidata":"https://www.wikidata.org/wiki/Q1172486","display_name":"Data breach","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C2779750879","wikidata":"https://www.wikidata.org/wiki/Q22908936","display_name":"Home security","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C10511746","wikidata":"https://www.wikidata.org/wiki/Q899388","display_name":"Data security","level":3,"score":0.2590999901294708}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc65549.2025.11326527","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc65549.2025.11326527","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2892556724","https://openalex.org/W3159536527","https://openalex.org/W3161919951","https://openalex.org/W3163970186","https://openalex.org/W3171665710","https://openalex.org/W3208350171","https://openalex.org/W4220836074","https://openalex.org/W4281728823","https://openalex.org/W4285252390","https://openalex.org/W4290944580","https://openalex.org/W4312337604","https://openalex.org/W4313484954","https://openalex.org/W4376132596","https://openalex.org/W4384642300","https://openalex.org/W4386214655","https://openalex.org/W4399485385","https://openalex.org/W4400984349","https://openalex.org/W4401942395","https://openalex.org/W4402088673","https://openalex.org/W4404708496"],"related_works":[],"abstract_inverted_index":{"Smart":[0],"homes":[1],"are":[2],"transforming":[3],"domestic":[4],"environments":[5],"by":[6,47],"integrating":[7],"connected":[8],"devices":[9],"and":[10,15,23,52,79,91,99,107,131],"sensors,":[11],"enabling":[12],"lighting,":[13],"temperature,":[14],"security":[16],"automation.":[17],"While":[18],"these":[19],"systems":[20,44],"enhance":[21,112],"comfort":[22],"efficiency,":[24],"they":[25,61],"often":[26],"rely":[27],"on":[28],"predefined":[29],"settings":[30],"or":[31],"manual":[32],"input":[33],"due":[34],"to":[35,111,117,119],"the":[36,56],"absence":[37],"of":[38],"adaptive":[39],"recommendation":[40,43,85],"systems.":[41],"AI-driven":[42],"personalize":[45],"actions":[46],"learning":[48],"from":[49],"user":[50,127],"behavior":[51],"environmental":[53],"data,":[54],"improving":[55],"smart":[57,83,122],"home":[58,84,123],"experience.":[59],"However,":[60],"also":[62],"introduce":[63],"cybersecurity":[64],"risks,":[65],"particularly":[66],"data":[67,72,88],"poisoning":[68,89],"attacks,":[69],"where":[70],"manipulated":[71],"disrupts":[73],"system":[74],"functionality.":[75],"This":[76],"paper":[77],"exposes":[78],"examines":[80],"vulnerabilities":[81],"in":[82],"systems,":[86],"categorizing":[87],"attacks":[90],"analyzing":[92],"their":[93],"impact.":[94],"Through":[95],"a":[96],"literature":[97],"review":[98],"attack":[100],"vector":[101],"analysis,":[102],"we":[103],"identify":[104],"key":[105],"weaknesses":[106],"propose":[108],"mitigation":[109],"strategies":[110],"security.":[113],"Our":[114],"goal":[115],"is":[116],"contribute":[118],"developing":[120],"robust":[121],"technologies":[124],"that":[125],"protect":[126],"privacy,":[128],"ensure":[129],"reliability,":[130],"withstand":[132],"adversarial":[133],"threats.":[134]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-01-14T00:00:00"}
