{"id":"https://openalex.org/W7203710271","doi":"https://doi.org/10.1109/icetics69505.2026.11651299","title":"AI and ML Enabled Secure Healthcare Information Infrastructure: A Next-Generation Threat Prevention Model","display_name":"AI and ML Enabled Secure Healthcare Information Infrastructure: A Next-Generation Threat Prevention Model","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7203710271","doi":"https://doi.org/10.1109/icetics69505.2026.11651299"},"language":"en","primary_location":{"id":"doi:10.1109/icetics69505.2026.11651299","doi":"https://doi.org/10.1109/icetics69505.2026.11651299","is_oa":true,"landing_page_url":"https://doi.org/10.1109/icetics69505.2026.11651299","pdf_url":null,"source":{"id":"https://openalex.org/S7407096383","display_name":"International Conference on Emerging Trends in Information, Communication & Systems (ICETICS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Emerging Trends in Information, Communication & Systems (ICETICS)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/icetics69505.2026.11651299","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064130897","display_name":"Ramgopal Kashyap","orcid":"https://orcid.org/0000-0002-5352-1286","observed_orcids":["https://orcid.org/0000-0002-5352-1286"]},"institutions":[{"id":"https://openalex.org/I26285277","display_name":"Guru Ghasidas Vishwavidyalaya","ror":"https://ror.org/05bvxq496","country_code":"IN","type":"education","lineage":["https://openalex.org/I26285277"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Ramgopal Kashyap","raw_affiliation_strings":["Guru Ghasidas Vishwavidyalaya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Guru Ghasidas Vishwavidyalaya","institution_ids":["https://openalex.org/I26285277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058856424","display_name":"Vrince Vimal","orcid":"https://orcid.org/0000-0001-8411-9233","observed_orcids":["https://orcid.org/0000-0001-8411-9233"]},"institutions":[{"id":"https://openalex.org/I74885063","display_name":"Sharda University","ror":"https://ror.org/03b6ffh07","country_code":"IN","type":"education","lineage":["https://openalex.org/I74885063"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vrince Vimal","raw_affiliation_strings":["Sharda University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sharda University","institution_ids":["https://openalex.org/I74885063"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147441630","display_name":"Vikalp Sharma","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vikalp Sharma","raw_affiliation_strings":["IES College of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IES College of Technology","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057376619","display_name":"Anshu Malhotra","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210114149","display_name":"KR Mangalam University","ror":"https://ror.org/026b9sf88","country_code":"IN","type":"education","lineage":["https://openalex.org/I4210114149"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anshu Malhotra","raw_affiliation_strings":["K. R. Mangalam University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"K. R. Mangalam University","institution_ids":["https://openalex.org/I4210114149"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122965239","display_name":"Sruthi P","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sruthi P","raw_affiliation_strings":["GRIET"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"GRIET","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5147420298","display_name":"Bhaskar Vishwakarma","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bhaskar Vishwakarma","raw_affiliation_strings":["Gyan Ganga Institute of Technology and Sciences"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Gyan Ganga Institute of Technology and Sciences","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.798799991607666,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.798799991607666,"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":0.133200004696846,"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"}},{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.012299999594688416,"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/healthcare-information-security","display_name":"healthcare information security","score":0.8539999723434448},{"id":"https://openalex.org/keywords/federated-learning","display_name":"federated learning","score":0.8270000219345093},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.9179999828338623},{"id":"https://openalex.org/keywords/threat-prevention","display_name":"threat prevention","score":0.6330000162124634},{"id":"https://openalex.org/keywords/distributed-healthcare-systems","display_name":"distributed healthcare systems","score":0.8130000233650208},{"id":"https://openalex.org/keywords/adversarial-robustness","display_name":"adversarial robustness","score":0.8500000238418579},{"id":"https://openalex.org/keywords/adaptive-monitoring","display_name":"adaptive monitoring","score":0.8579999804496765},{"id":"https://openalex.org/keywords/patient-data-confidentiality","display_name":"patient data confidentiality","score":0.6069999933242798}],"concepts":[{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.5893999934196472},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.451200008392334},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4350000023841858},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4052000045776367},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.39399999380111694},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.36809998750686646},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.3467000126838684},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3271999955177307},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3244999945163727},{"id":"https://openalex.org/C527648132","wikidata":"https://www.wikidata.org/wiki/Q189900","display_name":"Information security","level":2,"score":0.3206999897956848},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.2687000036239624},{"id":"https://openalex.org/C2982805371","wikidata":"https://www.wikidata.org/wiki/Q104493","display_name":"Risk prevention","level":2,"score":0.2632000148296356},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.260699987411499},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.2563999891281128},{"id":"https://openalex.org/C71745522","wikidata":"https://www.wikidata.org/wiki/Q2476929","display_name":"Confidentiality","level":2,"score":0.2531999945640564},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.2517000138759613},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.25}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icetics69505.2026.11651299","doi":"https://doi.org/10.1109/icetics69505.2026.11651299","is_oa":true,"landing_page_url":"https://doi.org/10.1109/icetics69505.2026.11651299","pdf_url":null,"source":{"id":"https://openalex.org/S7407096383","display_name":"International Conference on Emerging Trends in Information, Communication & Systems (ICETICS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Emerging Trends in Information, Communication & Systems (ICETICS)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1109/icetics69505.2026.11651299","doi":"https://doi.org/10.1109/icetics69505.2026.11651299","is_oa":true,"landing_page_url":"https://doi.org/10.1109/icetics69505.2026.11651299","pdf_url":null,"source":{"id":"https://openalex.org/S7407096383","display_name":"International Conference on Emerging Trends in Information, Communication & Systems (ICETICS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 International Conference on Emerging Trends in Information, Communication & Systems (ICETICS)","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9391000270843506}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W3156448175","https://openalex.org/W3205949505","https://openalex.org/W4221050432","https://openalex.org/W4224076143","https://openalex.org/W4313591195","https://openalex.org/W4315631833","https://openalex.org/W4362611482","https://openalex.org/W4386253935","https://openalex.org/W4387020841","https://openalex.org/W4388785277","https://openalex.org/W4390148947","https://openalex.org/W4395661394","https://openalex.org/W4399310816","https://openalex.org/W4399737962","https://openalex.org/W4402830564","https://openalex.org/W4412398869"],"related_works":["https://openalex.org/W7167515495","https://openalex.org/W7167886816","https://openalex.org/W4407938123","https://openalex.org/W6922835881","https://openalex.org/W7223038091","https://openalex.org/W6968521821","https://openalex.org/W6922843671","https://openalex.org/W7214706781","https://openalex.org/W7160165029","https://openalex.org/W7151974920"],"abstract_inverted_index":{"The":[0,60,213,239],"growing":[1],"use":[2],"of":[3,15,55,104,143,177,188,199,230,234,247,254],"interconnected":[4],"and":[5,17,27,71,88,100,128,148,166,190,227],"digital":[6],"systems":[7,20],"in":[8,97,116,185,207,257],"clinical":[9,87,157],"settings":[10],"has":[11,195],"increased":[12],"the":[13,33,53,98,167,172,175,216,219,232],"necessity":[14],"smart":[16],"robust":[18],"protection":[19],"that":[21,45,122,193,218],"can":[22,46],"assume":[23],"extremely":[24],"rigid":[25],"privacy":[26,94],"reliability":[28,176],"requirements.":[29],"This":[30],"paper":[31],"presents":[32],"GuardianMesh:":[34],"Anomaly-Resilient":[35],"Federated":[36],"Orchestration":[37],"(GM-ARFO)":[38],"a":[39,102,180,196,224,250],"new":[40],"AI-based":[41],"threat":[42],"prevention":[43],"model":[44],"be":[47],"used":[48,138],"to":[49,52,91,125,139,145,156,163,209],"provide":[50],"security":[51],"world":[54],"distributed":[56,141],"healthcare":[57,236,259],"information":[58,77,237],"ecosystems.":[59],"method":[61,241],"proposed":[62],"will":[63],"allows":[64],"collaborative":[65],"intelligence":[66],"between":[67],"heterogeneous":[68],"medical":[69],"nodes":[70],"does":[72],"not":[73],"present":[74],"sensitive":[75],"patient":[76],"or":[78],"centralised":[79],"control.":[80],"GuardianMesh":[81,221],"(GM)":[82],"works":[83],"by":[84],"using":[85],"local":[86],"system":[89,121],"cues":[90],"create":[92],"compact":[93],"preserving":[95],"representations":[96],"edge":[99],"then":[101],"detection":[103,178,245],"anomalous":[105,255],"behaviors":[106],"is":[107,123,135,137],"possible":[108],"early":[109],"on.":[110],"These":[111],"depictions":[112],"are":[113],"jointly":[114],"trained":[115],"an":[117,243],"effective":[118],"federated":[119],"orchestration":[120],"resilient":[124],"adversarial":[126],"manipulation":[127],"communication":[129],"inefficiently.":[130],"A":[131],"dec-layer":[132],"adjudication":[133],"layer":[134],"what":[136],"package":[140],"evidence":[142],"anomalies":[144],"facilitate":[146],"swift":[147],"automatic":[149],"response":[150,205],"procedures":[151],"with":[152],"have":[153],"minimum":[154],"impact":[155],"processes.":[158],"Moreover,":[159],"adaptive":[160],"monitoring":[161],"adapts":[162],"behavior":[164],"drift":[165],"changing":[168],"attack":[169],"plans":[170],"all":[171],"time,":[173],"ensuring":[174,231],"over":[179],"long":[181],"period.":[182],"Thorough":[183],"tests":[184],"various":[186],"conditions":[187],"operation":[189],"adversary":[191],"show":[192],"GM-ARFO":[194],"high":[197],"level":[198],"detection,":[200],"low":[201],"false":[202],"alarms,":[203],"lower":[204],"time":[206],"addition":[208],"maintaining":[210],"data":[211],"confidentiality.":[212],"findings":[214],"support":[215],"fact":[217],"suggested":[220,240],"framework":[222],"offers":[223],"scalable,":[225],"future-restaurant,":[226],"privacy-aware":[228],"platform":[229],"safety":[233],"next-generation":[235],"infrastructures.":[238],"attains":[242],"overall":[244],"accuracy":[246],"96.8%,":[248],"indicating":[249],"highly":[251],"dependable":[252],"identification":[253],"behaviours":[256],"remote":[258],"systems.":[260]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-08-19T00:00:00"}