{"id":"https://openalex.org/W4393067798","doi":"https://doi.org/10.1145/3627050.3627057","title":"Exploring CNN and XAI-based Approaches for Accountable MI Detection in the Context of IoT-enabled Emergency Communication Systems","display_name":"Exploring CNN and XAI-based Approaches for Accountable MI Detection in the Context of IoT-enabled Emergency Communication Systems","publication_year":2023,"publication_date":"2023-11-07","ids":{"openalex":"https://openalex.org/W4393067798","doi":"https://doi.org/10.1145/3627050.3627057"},"language":"en","primary_location":{"id":"doi:10.1145/3627050.3627057","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627050.3627057","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3627050.3627057","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 International Conference on the Internet of Things","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/10.1145/3627050.3627057","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5094218076","display_name":"Helene Knof","orcid":"https://orcid.org/0009-0007-1364-6782"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Helene Knof","raw_affiliation_strings":["Fraunhofer Institute for Open Communication Systems, Germany"],"raw_orcid":"https://orcid.org/0009-0007-1364-6782","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Open Communication Systems, Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039818208","display_name":"Prachi Bagave","orcid":"https://orcid.org/0009-0007-2805-1327"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Prachi Bagave","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":"https://orcid.org/0009-0007-2805-1327","affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012518322","display_name":"Michell Boerger","orcid":"https://orcid.org/0000-0002-5741-9043"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michell Boerger","raw_affiliation_strings":["Fraunhofer Institute for Open Communication Systems, Germany"],"raw_orcid":"https://orcid.org/0000-0002-5741-9043","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Open Communication Systems, Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047823462","display_name":"Nikolay Tcholtchev","orcid":"https://orcid.org/0000-0001-6821-4417"},"institutions":[{"id":"https://openalex.org/I2800804238","display_name":"Fraunhofer Institute for Open Communication Systems","ror":"https://ror.org/00px80p03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I2800804238","https://openalex.org/I4923324"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Nikolay Tcholtchev","raw_affiliation_strings":["Fraunhofer Institute for Open Communication Systems, Germany"],"raw_orcid":"https://orcid.org/0000-0001-6821-4417","affiliations":[{"raw_affiliation_string":"Fraunhofer Institute for Open Communication Systems, Germany","institution_ids":["https://openalex.org/I2800804238"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063593427","display_name":"Aaron Yi Ding","orcid":"https://orcid.org/0000-0003-4173-031X"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Aaron Yi Ding","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-4173-031X","affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5094218076"],"corresponding_institution_ids":["https://openalex.org/I2800804238"],"apc_list":null,"apc_paid":null,"fwci":0.6383,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.74289611,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"50","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9937000274658203,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.792609691619873},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7109072804450989},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.693170428276062},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.43379101157188416},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4290270507335663},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4047333002090454},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2597508132457733},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10372087359428406}],"concepts":[{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.792609691619873},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7109072804450989},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.693170428276062},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.43379101157188416},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4290270507335663},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4047333002090454},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2597508132457733},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10372087359428406},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3627050.3627057","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627050.3627057","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3627050.3627057","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 International Conference on the Internet of Things","raw_type":"proceedings-article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/472016","is_oa":false,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/472016","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.1145/3627050.3627057","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3627050.3627057","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3627050.3627057","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 International Conference on the Internet of Things","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7077154747","display_name":null,"funder_award_id":"101021808","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4393067798.pdf","grobid_xml":"https://content.openalex.org/works/W4393067798.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W2097117768","https://openalex.org/W2162800060","https://openalex.org/W2282821441","https://openalex.org/W2618851150","https://openalex.org/W2808224483","https://openalex.org/W2962858109","https://openalex.org/W2962862931","https://openalex.org/W2980513047","https://openalex.org/W2980825080","https://openalex.org/W2986501663","https://openalex.org/W2996959172","https://openalex.org/W3027572331","https://openalex.org/W3028005831","https://openalex.org/W3084949122","https://openalex.org/W3107063238","https://openalex.org/W3117899035","https://openalex.org/W3175793001","https://openalex.org/W3198728103","https://openalex.org/W3202931177","https://openalex.org/W4210377882","https://openalex.org/W4213031993","https://openalex.org/W4221034189","https://openalex.org/W4224316937","https://openalex.org/W4293547321","https://openalex.org/W4294142800","https://openalex.org/W4313396143","https://openalex.org/W4313650676","https://openalex.org/W4327500493"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084","https://openalex.org/W3003361536"],"abstract_inverted_index":{"The":[0,156],"ageing":[1],"European":[2],"population":[3],"and":[4,18,108,134,148,166,179,209],"the":[5,15,31,35,42,49,144,163,167,170,182,187,200,204],"expected":[6],"increasing":[7,32],"number":[8],"of":[9,34,37,44,52,83,101],"medical":[10,16,54],"emergencies":[11],"put":[12],"pressure":[13],"on":[14,127,143,153],"sector":[17],"existing":[19],"emergency":[20,96,105,113],"infrastructures,":[21],"which":[22,116],"calls":[23,106],"for":[24,48,181,199,206],"new":[25],"innovative":[26],"digital":[27],"solutions.":[28],"In":[29,56],"parallel,":[30],"utilization":[33],"Internet":[36],"Things":[38],"(IoT)":[39],"has":[40],"enabled":[41],"collection":[43],"real-time":[45],"data,":[46],"allowing":[47],"autonomous":[50],"detection":[51],"acute":[53],"emergencies.":[55,84],"this":[57,59],"context,":[58],"paper":[60,188],"presents":[61],"two":[62,123],"distinct":[63],"machine":[64],"learning":[65],"(ML)":[66],"models":[67,86,125],"that":[68],"leverage":[69],"electrocardiogram":[70],"(ECG)":[71],"sensor":[72],"data":[73,130],"to":[74,89,112,161,196],"autonomously":[75],"detect":[76],"Myocardial":[77],"Infarctions":[78],"(MI),":[79],"a":[80,149,174],"leading":[81],"cause":[82],"These":[85],"are":[87,132],"intended":[88],"be":[90],"integrated":[91],"into":[92],"an":[93,207],"IoT-enabled":[94],"next-generation":[95],"communications":[97],"system":[98],"(NG112)":[99],"capable":[100],"detecting":[102],"emergencies,":[103],"initiating":[104],"(eCalls),":[107],"providing":[109],"relevant":[110],"information":[111],"call":[114],"takers,":[115],"reduces":[117],"response":[118],"time.":[119],"To":[120],"realize":[121],"this,":[122],"disparate":[124],"working":[126],"fundamentally":[128],"different":[129],"structures":[131],"proposed":[133,164],"compared:":[135],"A":[136],"one-dimensional":[137],"convolutional":[138],"neural":[139],"network":[140],"(CNN)":[141],"operating":[142],"raw":[145],"ECG":[146,154],"signals":[147],"GoogLeNet-based":[150],"model":[151],"trained":[152],"images.":[155],"PTB-XL":[157],"dataset":[158],"is":[159],"used":[160],"evaluate":[162],"models,":[165,202],"results":[168],"indicate":[169],"1D":[171],"CNN":[172],"exhibits":[173],"favourable":[175],"trade-off":[176],"between":[177],"precision":[178],"recall":[180],"eCall":[183],"use":[184],"case.":[185],"Finally,":[186],"also":[189],"discusses":[190],"applying":[191],"eXplainable":[192],"AI":[193],"(XAI)":[194],"methods":[195],"achieve":[197],"explainability":[198],"ML":[201],"paving":[203],"way":[205],"accountable":[208],"reliable":[210],"implementation":[211],"in":[212],"safety-critical":[213],"systems.":[214]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-23T08:51:43.019350","created_date":"2025-10-10T00:00:00"}
