{"id":"https://openalex.org/W2962734120","doi":"https://doi.org/10.1109/ijcnn.2018.8489716","title":"Time Series Kernel Similarities for Predicting Paroxysmal Atrial Fibrillation from ECGs","display_name":"Time Series Kernel Similarities for Predicting Paroxysmal Atrial Fibrillation from ECGs","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2962734120","doi":"https://doi.org/10.1109/ijcnn.2018.8489716","mag":"2962734120"},"language":"en","primary_location":{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2018.8489716","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://munin.uit.no/bitstream/10037/16443/6/article.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036254733","display_name":"Filippo Maria Bianchi","orcid":"https://orcid.org/0000-0002-7145-3846"},"institutions":[{"id":"https://openalex.org/I78037679","display_name":"UiT The Arctic University of Norway","ror":"https://ror.org/00wge5k78","country_code":"NO","type":"funder","lineage":["https://openalex.org/I78037679"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Filippo Maria Bianchi","raw_affiliation_strings":["Machine Learning Group, UiT the Arctic University of Norway, Troms\u00f8, Norway"],"affiliations":[{"raw_affiliation_string":"Machine Learning Group, UiT the Arctic University of Norway, Troms\u00f8, Norway","institution_ids":["https://openalex.org/I78037679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078445362","display_name":"Lorenzo Livi","orcid":"https://orcid.org/0000-0001-6384-4743"},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"funder","lineage":["https://openalex.org/I23923803"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Lorenzo Livi","raw_affiliation_strings":["Dept. of Computer Science, University of Exeter, Exeter, UK"],"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science, University of Exeter, Exeter, UK","institution_ids":["https://openalex.org/I23923803"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049078317","display_name":"Alberto Ferrante","orcid":"https://orcid.org/0000-0001-5235-8766"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alberto Ferrante","raw_affiliation_strings":["ALaRI, Faculty of Informatics, Universit\u00e1 della Svizzera italiana, Lugano, Switzerland"],"affiliations":[{"raw_affiliation_string":"ALaRI, Faculty of Informatics, Universit\u00e1 della Svizzera italiana, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048622622","display_name":"Jelena Milo\u0161evi\u0107","orcid":"https://orcid.org/0000-0001-9197-4916"},"institutions":[{"id":"https://openalex.org/I145847075","display_name":"TU Wien","ror":"https://ror.org/04d836q62","country_code":"AT","type":"funder","lineage":["https://openalex.org/I145847075"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Jelena Milosevic","raw_affiliation_strings":["Institute of Telecommunications, TU Wien, Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Institute of Telecommunications, TU Wien, Vienna, Austria","institution_ids":["https://openalex.org/I145847075"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025446514","display_name":"Miroslaw Malek","orcid":"https://orcid.org/0000-0002-8963-6982"},"institutions":[{"id":"https://openalex.org/I57201433","display_name":"Universit\u00e0 della Svizzera italiana","ror":"https://ror.org/03c4atk17","country_code":"CH","type":"education","lineage":["https://openalex.org/I57201433"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Miroslaw Malek","raw_affiliation_strings":["ALaRI, Faculty of Informatics, Universit\u00e1 della Svizzera italiana, Lugano, Switzerland"],"affiliations":[{"raw_affiliation_string":"ALaRI, Faculty of Informatics, Universit\u00e1 della Svizzera italiana, Lugano, Switzerland","institution_ids":["https://openalex.org/I57201433"]}]}],"institution_assertions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.33,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":1,"citation_normalized_percentile":{"value":0.283951,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":62,"max":70},"biblio":{"volume":"123","issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9948,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9948,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9938,"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/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.979,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"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/kernel","display_name":"Kernel (algebra)","score":0.6092324},{"id":"https://openalex.org/keywords/paroxysmal-atrial-fibrillation","display_name":"Paroxysmal atrial fibrillation","score":0.59755903},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.46848714}],"concepts":[{"id":"https://openalex.org/C2779161974","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Atrial fibrillation","level":2,"score":0.6104637},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6092324},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.59940267},{"id":"https://openalex.org/C2985986913","wikidata":"https://www.wikidata.org/wiki/Q815819","display_name":"Paroxysmal atrial fibrillation","level":3,"score":0.59755903},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5530553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49760965},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.46848714},{"id":"https://openalex.org/C141547133","wikidata":"https://www.wikidata.org/wiki/Q7291996","display_name":"Random variate","level":3,"score":0.442505},{"id":"https://openalex.org/C2780040984","wikidata":"https://www.wikidata.org/wiki/Q79785","display_name":"Electrocardiography","level":2,"score":0.43913093},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.422843},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34274554},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21460927},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.20221218},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1816214},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.16467077},{"id":"https://openalex.org/C122123141","wikidata":"https://www.wikidata.org/wiki/Q176623","display_name":"Random variable","level":2,"score":0.09948751},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2018.8489716","pdf_url":null,"source":{"id":"https://openalex.org/S4363607707","display_name":"2022 International Joint Conference on Neural Networks (IJCNN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://hdl.handle.net/10037/16443","pdf_url":"https://munin.uit.no/bitstream/10037/16443/6/article.pdf","source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":["University of Oslo"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/1801.06845","pdf_url":"https://arxiv.org/pdf/1801.06845","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://hdl.handle.net/10037/16443","pdf_url":"https://munin.uit.no/bitstream/10037/16443/6/article.pdf","source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":["University of Oslo"],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":33,"referenced_works":["https://openalex.org/W116902681","https://openalex.org/W1469859527","https://openalex.org/W1912503731","https://openalex.org/W1944792747","https://openalex.org/W1966244773","https://openalex.org/W1972637263","https://openalex.org/W1986637035","https://openalex.org/W2017849667","https://openalex.org/W2043777537","https://openalex.org/W2045455946","https://openalex.org/W2053908484","https://openalex.org/W2073359341","https://openalex.org/W2106981782","https://openalex.org/W2131103247","https://openalex.org/W2132333355","https://openalex.org/W2134626539","https://openalex.org/W2146753383","https://openalex.org/W2147088032","https://openalex.org/W2149636838","https://openalex.org/W2151056292","https://openalex.org/W2154410052","https://openalex.org/W2160904307","https://openalex.org/W2162800060","https://openalex.org/W2179316705","https://openalex.org/W2283896980","https://openalex.org/W2316211811","https://openalex.org/W2584197249","https://openalex.org/W2604269166","https://openalex.org/W2791098375","https://openalex.org/W3211098001","https://openalex.org/W4205687621","https://openalex.org/W4297752054","https://openalex.org/W789250018"],"related_works":["https://openalex.org/W4254888883","https://openalex.org/W4243513811","https://openalex.org/W2916669046","https://openalex.org/W2802841177","https://openalex.org/W2784077364","https://openalex.org/W2591650326","https://openalex.org/W2518330835","https://openalex.org/W2371191473","https://openalex.org/W2079818187","https://openalex.org/W2047263140"],"abstract_inverted_index":{"We":[0,59,104,131],"tackle":[1],"the":[2,10,14,24,112,116,127,140,144,149],"problem":[3],"of":[4,12,16,28,71,100,115,139,147],"classifying":[5],"Electrocardiography":[6],"(ECG)":[7],"signals":[8],"with":[9,137,143],"aim":[11],"predicting":[13,56,64],"onset":[15,151],"Paroxysmal":[17],"Atrial":[18,21],"Fibrillation":[19],"(PAF).":[20],"fibrillation":[22],"is":[23,46],"most":[25],"common":[26],"type":[27],"arrhythmia,":[29],"but":[30],"in":[31,39,111,121,156],"many":[32],"cases":[33],"PAF":[34,57,65,150],"episodes":[35],"are":[36],"asymptomatic.":[37],"Therefore,":[38],"order":[40],"to":[41,48,108,153],"help":[42],"diagnosing":[43],"PAF,":[44],"it":[45],"important":[47],"design":[49,87],"procedures":[50],"for":[51,63,95],"detecting":[52,148],"and,":[53],"more":[54],"importantly,":[55],"episodes.":[58],"propose":[60],"a":[61,72,81,88,133],"method":[62],"events":[66],"whose":[67],"first":[68],"step":[69],"consists":[70],"feature":[73],"extraction":[74],"procedure":[75],"that":[76],"represents":[77],"each":[78],"ECG":[79],"as":[80],"multi-variate":[82,96,117],"time":[83,97,118],"series.":[84],"Successively,":[85],"we":[86],"classification":[89,110,134],"framework":[90],"based":[91],"on":[92],"kernel":[93,128],"similarities":[94],"series,":[98],"capable":[99],"handling":[101],"missing":[102],"data.":[103],"consider":[105],"different":[106],"approaches":[107],"perform":[109],"original":[113],"space":[114],"series":[119],"and":[120],"an":[122],"embedding":[123],"space,":[124],"defined":[125],"by":[126],"similarity":[129],"measure.":[130],"achieve":[132],"accuracy":[135],"comparable":[136],"state":[138],"art":[141],"methods,":[142],"additional":[145],"advantage":[146],"up":[152],"15":[154],"minutes":[155],"advance.":[157]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2962734120","counts_by_year":[{"year":2018,"cited_by_count":1}],"updated_date":"2025-04-22T13:16:35.977891","created_date":"2019-07-30"}