{"id":"https://openalex.org/W4385729941","doi":"https://doi.org/10.1145/3594806.3596562","title":"Lightweight machine learning for privacy-preserving and secure networked medical devices: The SEPTON project use cases","display_name":"Lightweight machine learning for privacy-preserving and secure networked medical devices: The SEPTON project use cases","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4385729941","doi":"https://doi.org/10.1145/3594806.3596562"},"language":"en","primary_location":{"id":"doi:10.1145/3594806.3596562","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3594806.3596562","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3594806.3596562","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th International Conference on PErvasive Technologies Related to Assistive Environments","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3594806.3596562","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067906652","display_name":"Sotirios Messinis","orcid":"https://orcid.org/0000-0001-5998-2940"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]},{"id":"https://openalex.org/I4210144519","display_name":"Institute of Communication and Computer Systems","ror":"https://ror.org/0483fn738","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210144519"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Sotiris Messinis","raw_affiliation_strings":["Institute of Communications and Computer Systems (ICCS), Greece and School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece"],"raw_orcid":"https://orcid.org/0000-0001-5998-2940","affiliations":[{"raw_affiliation_string":"Institute of Communications and Computer Systems (ICCS), Greece and School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece","institution_ids":["https://openalex.org/I4210144519","https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046775026","display_name":"Nicholas \u0395. Protonotarios","orcid":"https://orcid.org/0000-0002-7701-5644"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"id":"https://openalex.org/I4210144519","display_name":"Institute of Communication and Computer Systems","ror":"https://ror.org/0483fn738","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210144519"]}],"countries":["GB","GR"],"is_corresponding":false,"raw_author_name":"Nicholas Protonotarios","raw_affiliation_strings":["Department of Applied Mathematics and Theoretical Physics, University of Cambridge, United Kingdom and Institute of Communications and Computer Systems (ICCS), Greece"],"raw_orcid":"https://orcid.org/0000-0002-7701-5644","affiliations":[{"raw_affiliation_string":"Department of Applied Mathematics and Theoretical Physics, University of Cambridge, United Kingdom and Institute of Communications and Computer Systems (ICCS), Greece","institution_ids":["https://openalex.org/I4210144519","https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044031662","display_name":"Ioannis N. Tzortzis","orcid":"https://orcid.org/0000-0003-0942-6166"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Tzortzis","raw_affiliation_strings":["School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece"],"raw_orcid":"https://orcid.org/0000-0003-0942-6166","affiliations":[{"raw_affiliation_string":"School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057865801","display_name":"Ioannis Rallis","orcid":"https://orcid.org/0000-0003-4491-5854"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Ioannis Rallis","raw_affiliation_strings":["School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece"],"raw_orcid":"https://orcid.org/0000-0003-4491-5854","affiliations":[{"raw_affiliation_string":"School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023077279","display_name":"Dimitris Kalogeras","orcid":"https://orcid.org/0000-0002-9550-0088"},"institutions":[{"id":"https://openalex.org/I4210144519","display_name":"Institute of Communication and Computer Systems","ror":"https://ror.org/0483fn738","country_code":"GR","type":"nonprofit","lineage":["https://openalex.org/I4210144519"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitrios Kalogeras","raw_affiliation_strings":["Institute of Communications and Computer Systems (ICCS), Greece"],"raw_orcid":"https://orcid.org/0000-0002-9550-0088","affiliations":[{"raw_affiliation_string":"Institute of Communications and Computer Systems (ICCS), Greece","institution_ids":["https://openalex.org/I4210144519"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033117805","display_name":"Nikolaos Doulamis","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Nikolaos Doulamis","raw_affiliation_strings":["School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece"],"raw_orcid":"https://orcid.org/0000-0002-4064-8990","affiliations":[{"raw_affiliation_string":"School of Rural Surveying and Geoinformatics Engineering, National Technical University of Athens, Greece","institution_ids":["https://openalex.org/I174458059"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5067906652"],"corresponding_institution_ids":["https://openalex.org/I174458059","https://openalex.org/I4210144519"],"apc_list":null,"apc_paid":null,"fwci":0.3085,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.60965805,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"638","last_page":"644"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11932","display_name":"Wireless Body Area Networks","score":0.9912999868392944,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9907000064849854,"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/implementation","display_name":"Implementation","score":0.6802937388420105},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6512428522109985},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6049581170082092},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.5802052617073059},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.5592288970947266},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4590238034725189},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4431871175765991},{"id":"https://openalex.org/keywords/physical-security","display_name":"Physical security","score":0.4428809583187103},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.439823716878891},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.4291221499443054},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4235050678253174},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3454810678958893},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.161823570728302},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15272733569145203},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.090343177318573}],"concepts":[{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.6802937388420105},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6512428522109985},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6049581170082092},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.5802052617073059},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.5592288970947266},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4590238034725189},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4431871175765991},{"id":"https://openalex.org/C2776157020","wikidata":"https://www.wikidata.org/wiki/Q851598","display_name":"Physical security","level":2,"score":0.4428809583187103},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.439823716878891},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.4291221499443054},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4235050678253174},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3454810678958893},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.161823570728302},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15272733569145203},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.090343177318573},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3594806.3596562","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3594806.3596562","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3594806.3596562","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th International Conference on PErvasive Technologies Related to Assistive Environments","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3594806.3596562","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3594806.3596562","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3594806.3596562","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 16th International Conference on PErvasive Technologies Related to Assistive Environments","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G511431143","display_name":null,"funder_award_id":"101094901","funder_id":"https://openalex.org/F4320334322","funder_display_name":"HORIZON EUROPE Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320334322","display_name":"HORIZON EUROPE Framework Programme","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385729941.pdf","grobid_xml":"https://content.openalex.org/works/W4385729941.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2555827964","https://openalex.org/W2759880437","https://openalex.org/W2943849392","https://openalex.org/W2996789024","https://openalex.org/W3011647955","https://openalex.org/W3087846344","https://openalex.org/W3106141888","https://openalex.org/W3133688247","https://openalex.org/W3141072087","https://openalex.org/W3169346121","https://openalex.org/W3170432910","https://openalex.org/W3203400980","https://openalex.org/W3212722888","https://openalex.org/W4200100773","https://openalex.org/W4200168321","https://openalex.org/W4200390322","https://openalex.org/W4205987779","https://openalex.org/W4210592271","https://openalex.org/W4213258821","https://openalex.org/W4220895253","https://openalex.org/W4223486490","https://openalex.org/W4226082367","https://openalex.org/W4226092049","https://openalex.org/W4226495901","https://openalex.org/W4229023628","https://openalex.org/W4285106051","https://openalex.org/W4285125998","https://openalex.org/W4285213290","https://openalex.org/W4289821808","https://openalex.org/W4312182206","https://openalex.org/W4312629014","https://openalex.org/W4313216104","https://openalex.org/W4313384236","https://openalex.org/W4318482422","https://openalex.org/W4353046955"],"related_works":["https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2566526749","https://openalex.org/W2907667791","https://openalex.org/W3047461507","https://openalex.org/W3126390843","https://openalex.org/W4245880644","https://openalex.org/W4312415459"],"abstract_inverted_index":{"Cybersecurity":[0],"incidents":[1],"are":[2,133,153],"among":[3],"the":[4,16,19,33,40,92,104,119,122,136],"greatest":[5],"concerns":[6],"of":[7,21,35,51,61,67,96,107,121,139],"businesses,":[8],"government":[9],"agencies,":[10],"and":[11,23,64,94,135],"private":[12],"citizens":[13],"today.":[14],"In":[15,70,99],"modern":[17],"world,":[18],"protection":[20],"data":[22,149],"information":[24],"assets":[25],"has":[26],"become":[27],"nearly":[28],"as":[29,31,55],"important":[30],"maintaining":[32],"security":[34,44,88],"physical":[36],"assets.":[37],"This":[38],"creates":[39],"need":[41],"for":[42],"increased":[43],"implementations,":[45],"leading":[46],"to":[47,58,78,87,113,146],"improved":[48],"user":[49],"acceptance":[50],"such":[52],"applications":[53],"and,":[54],"a":[56],"consequence,":[57],"large-scale":[59],"adoption":[60],"these":[62],"technologies":[63],"full":[65],"exploitation":[66],"their":[68],"advantages.":[69],"healthcare,":[71],"networked":[72,114],"medical":[73,80,115,148],"devices":[74,145],"(NMDs),":[75],"either":[76],"referring":[77],"hospital":[79],"equipment":[81],"or":[82],"wearables,":[83],"can":[84],"be":[85],"vulnerable":[86],"breaches,":[89],"potentially":[90],"affecting":[91],"safety":[93],"effectiveness":[95],"each":[97],"device.":[98],"this":[100],"work,":[101],"we":[102],"present":[103],"specific":[105],"areas":[106],"recent":[108],"machine":[109,130],"learning":[110,131],"research":[111,126],"applied":[112],"device":[116],"security,":[117],"through":[118],"objectives":[120],"Horizon":[123],"Europe":[124],"SEPTON":[125],"project.":[127],"State-of-the-art":[128],"lightweight":[129],"approaches":[132],"highlighted":[134],"corresponding":[137],"challenges":[138],"cybersecurity":[140],"applications,":[141],"ranging":[142],"from":[143],"implantable":[144],"inter-institution":[147],"exchange":[150],"use":[151],"cases,":[152],"showcased.":[154]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}