{"id":"https://openalex.org/W4403457834","doi":"https://doi.org/10.1016/j.eswa.2024.125548","title":"Multi-Way adaptive Time Aware LSTM for irregularly collected sequential ICU data","display_name":"Multi-Way adaptive Time Aware LSTM for irregularly collected sequential ICU data","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403457834","doi":"https://doi.org/10.1016/j.eswa.2024.125548"},"language":"en","primary_location":{"id":"doi:10.1016/j.eswa.2024.125548","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.eswa.2024.125548","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems with Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.eswa.2024.125548","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092915381","display_name":"Mamadou Ben Hamidou Cissoko","orcid":"https://orcid.org/0009-0002-1840-9325"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210100283","display_name":"Laboratoire des Sciences de l'Ing\u00e9nieur, de l'Informatique et de l'Imagerie","ror":"https://ror.org/00k4e5n71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2801509770","https://openalex.org/I4210095849","https://openalex.org/I4210100283","https://openalex.org/I4210159245","https://openalex.org/I68947357"]},{"id":"https://openalex.org/I68947357","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24","country_code":"FR","type":"education","lineage":["https://openalex.org/I68947357"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Mamadou Ben Hamidou Cissoko","raw_affiliation_strings":["University of Strasbourg, CNRS (ICube UMR 7357) - Engineering Science, Computer Science and Imaging Laboratory, 67412 Illkirch, Strasbourg, France","ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)"],"raw_orcid":"https://orcid.org/0009-0002-1840-9325","affiliations":[{"raw_affiliation_string":"University of Strasbourg, CNRS (ICube UMR 7357) - Engineering Science, Computer Science and Imaging Laboratory, 67412 Illkirch, Strasbourg, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210100283","https://openalex.org/I68947357"]},{"raw_affiliation_string":"ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)","institution_ids":["https://openalex.org/I4210100283"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042905243","display_name":"Vincent Castelain","orcid":"https://orcid.org/0000-0002-9354-6525"},"institutions":[{"id":"https://openalex.org/I4210157127","display_name":"H\u00f4pital d'Hautepierre","ror":"https://ror.org/04e1w6923","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210145324","https://openalex.org/I4210157127"]},{"id":"https://openalex.org/I4210163538","display_name":"H\u00f4pital Civil, Strasbourg","ror":"https://ror.org/05fkq4848","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210145324","https://openalex.org/I4210163538"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Vincent Castelain","raw_affiliation_strings":["Medical Intensive Care Unit - Hautepierre Hospital, University Hospitals of Strasbourg, 67200 Strasbourg, France","Service de M\u00e9decine Intensive et R\u00e9animation [Strasbourg] (1 place de l'h\u00f4pital\r\nBP 426\r\n67091 Strasbourg cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Medical Intensive Care Unit - Hautepierre Hospital, University Hospitals of Strasbourg, 67200 Strasbourg, France","institution_ids":["https://openalex.org/I4210157127"]},{"raw_affiliation_string":"Service de M\u00e9decine Intensive et R\u00e9animation [Strasbourg] (1 place de l'h\u00f4pital\r\nBP 426\r\n67091 Strasbourg cedex - France)","institution_ids":["https://openalex.org/I4210163538"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031496807","display_name":"Nicolas Lachiche","orcid":"https://orcid.org/0000-0003-4318-4252"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I4210100283","display_name":"Laboratoire des Sciences de l'Ing\u00e9nieur, de l'Informatique et de l'Imagerie","ror":"https://ror.org/00k4e5n71","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2801509770","https://openalex.org/I4210095849","https://openalex.org/I4210100283","https://openalex.org/I4210159245","https://openalex.org/I68947357"]},{"id":"https://openalex.org/I68947357","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24","country_code":"FR","type":"education","lineage":["https://openalex.org/I68947357"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Lachiche","raw_affiliation_strings":["University of Strasbourg, CNRS (ICube UMR 7357) - Engineering Science, Computer Science and Imaging Laboratory, 67412 Illkirch, Strasbourg, France","ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)"],"raw_orcid":"https://orcid.org/0000-0003-4318-4252","affiliations":[{"raw_affiliation_string":"University of Strasbourg, CNRS (ICube UMR 7357) - Engineering Science, Computer Science and Imaging Laboratory, 67412 Illkirch, Strasbourg, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210100283","https://openalex.org/I68947357"]},{"raw_affiliation_string":"ICube - Laboratoire des sciences de l'ing\u00e9nieur, de l'informatique et de l'imagerie (300 bd S\u00e9bastien Brant - BP 10413 - F-67412 Illkirch Cedex - France)","institution_ids":["https://openalex.org/I4210100283"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5092915381"],"corresponding_institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I4210100283","https://openalex.org/I68947357"],"apc_list":{"value":3500,"currency":"USD","value_usd":3500},"apc_paid":{"value":3500,"currency":"USD","value_usd":3500},"fwci":3.03,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.92176232,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"261","issue":null,"first_page":"125548","last_page":"125548"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9995999932289124,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9995999932289124,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.9641000032424927,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9631999731063843,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8203519582748413},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5050593018531799},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3846586346626282},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38321587443351746}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8203519582748413},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5050593018531799},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3846586346626282},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38321587443351746}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1016/j.eswa.2024.125548","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.eswa.2024.125548","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems with Applications","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-04941835v1","is_oa":true,"landing_page_url":"https://hal.science/hal-04941835","pdf_url":"https://hal.science/hal-04941835v1/file/1-s2.0-S0957417424024151-main.pdf","source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Expert Systems with Applications, 2024, 261, pp.125548. ⟨10.1016/j.eswa.2024.125548⟩","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1016/j.eswa.2024.125548","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.eswa.2024.125548","pdf_url":null,"source":{"id":"https://openalex.org/S13144211","display_name":"Expert Systems with Applications","issn_l":"0957-4174","issn":["0957-4174","1873-6793"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Expert Systems with Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7518490959","display_name":"Artificial Intelligence for Care","funder_award_id":"ANR-20-THIA-0006","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"},{"id":"https://openalex.org/F4320322147","display_name":"Universit\u00e9 de Strasbourg","ror":"https://ror.org/00pg6eq24"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1987418288","https://openalex.org/W1995243833","https://openalex.org/W2040975718","https://openalex.org/W2064675550","https://openalex.org/W2156303437","https://openalex.org/W2157840043","https://openalex.org/W2162931300","https://openalex.org/W2396881363","https://openalex.org/W2559646245","https://openalex.org/W2607113351","https://openalex.org/W2613328025","https://openalex.org/W2618530766","https://openalex.org/W2739805805","https://openalex.org/W2742491462","https://openalex.org/W2805089815","https://openalex.org/W2806031239","https://openalex.org/W2891400669","https://openalex.org/W2910243720","https://openalex.org/W2963078493","https://openalex.org/W2963271116","https://openalex.org/W2963285578","https://openalex.org/W2963574257","https://openalex.org/W2964010366","https://openalex.org/W2964959375","https://openalex.org/W2997653844","https://openalex.org/W3080098168","https://openalex.org/W3171884590","https://openalex.org/W4210813666","https://openalex.org/W4247943214","https://openalex.org/W4385245566","https://openalex.org/W6638545294","https://openalex.org/W6638637779","https://openalex.org/W6639732818","https://openalex.org/W6682864246","https://openalex.org/W6683115119","https://openalex.org/W6685812147","https://openalex.org/W6726186668","https://openalex.org/W6731370813","https://openalex.org/W6739901393","https://openalex.org/W6780817209"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"In":[0],"personalized":[1,51,154,332],"predictive":[2,52,122,155,333],"medicine,":[3],"accurately":[4,64],"modeling":[5,156,344],"a":[6,50,76,116,161,238,337],"patient\u2019s":[7,67,167],"illness":[8,101,108,203,212],"and":[9,26,103,110,121,146,184,214,228,232,246,279,283,303,320,340],"care":[10,104],"processes":[11],"is":[12,55,95],"essential,":[13],"given":[14],"their":[15],"inherent":[16],"long-term":[17],"temporal":[18,221,272],"dependencies.":[19],"However,":[20],"electronic":[21],"medical":[22,98],"records":[23],"contain":[24],"episodic":[25],"irregularly":[27],"timed":[28],"data":[29],"due":[30],"to":[31,57,63,96,152,175,193,218,269,343],"patients":[32],"visiting":[33],"hospitals":[34],"based":[35],"on":[36,191,199,204,298],"treatment":[37],"needs,":[38],"resulting":[39],"in":[40,61,137,230,281,330],"unique":[41],"patterns":[42],"for":[43],"each":[44],"hospital":[45],"stay.":[46],"Consequently,":[47],"when":[48],"constructing":[49],"model,":[53],"it":[54,142,170],"crucial":[56],"consider":[58],"these":[59,262],"factors":[60],"order":[62],"capture":[65,219,270],"the":[66,130,147,166,172,188,195,200,205,209,220,255,271,288,312,326],"health":[68,346],"journey.":[69],"To":[70,124],"address":[71],"this":[72],"challenge,":[73],"we":[74,236],"present":[75],"novel":[77,239],"deep":[78],"dynamic":[79],"memory":[80],"neural":[81],"network":[82],"called":[83],"Multi-Way":[84],"adaptive":[85,240],"Time":[86],"Aware":[87],"LSTM":[88],"(MWTA-LSTM).":[89],"The":[90],"primary":[91],"objective":[92],"of":[93,119,157,165,197,202,211,223,257,274,290,314,328],"MWTA-LSTM":[94,128,264,315,329],"leverage":[97],"records,":[99],"memorize":[100],"trajectories":[102],"processes,":[105],"estimate":[106],"current":[107,317],"states,":[109],"predict":[111],"future":[112],"risks,":[113],"thereby":[114],"providing":[115],"high":[117],"level":[118],"precision":[120],"power.":[123],"enhance":[125,153],"its":[126,216,267],"capabilities,":[127],"extends":[129],"conventional":[131],"Long":[132],"Short-Term":[133],"Memory":[134],"(LSTM)":[135],"model":[136,189,293],"two":[138,299],"key":[139],"ways.":[140],"Firstly,":[141],"incorporates":[143],"frequency":[144,182],"measurement":[145,183],"most":[148],"recent":[149],"observation(last":[150],"observation)":[151],"patient":[158,345],"illnesses,":[159],"enabling":[160],"more":[162,338],"accurate":[163,339],"understanding":[164],"condition.":[168],"Secondly,":[169],"parameterizes":[171],"cell":[173,206],"state":[174],"handle":[176],"irregular":[177],"timing":[178],"effectively,":[179],"utilizing":[180],"both":[181,192],"elapsed":[185],"times.":[186],"Furthermore,":[187],"capitalizes":[190],"comprehend":[194],"impact":[196],"interventions":[198],"course":[201],"state,":[207],"facilitating":[208],"memorization":[210],"courses":[213],"improving":[215],"ability":[217,268],"dynamics":[222,273],"healthcare":[224,275],"data,":[225,276],"accommodating":[226,277],"variations":[227,278],"irregularities":[229,280],"event":[231,282],"observation":[233,284],"timing.":[234,285],"Lastly,":[235],"introduce":[237],"pooling":[241],"strategy":[242],"that":[243,250],"specifically":[244],"targets":[245],"resolves":[247],"outlier":[248],"issues":[249],"can":[251],"potentially":[252],"occur":[253],"during":[254],"analysis":[256],"EHR":[258],"data.":[259],"By":[260],"incorporating":[261],"features,":[263],"significantly":[265],"improves":[266],"We":[286],"validate":[287],"effectiveness":[289],"our":[291],"proposed":[292],"through":[294],"empirical":[295],"experiments":[296],"conducted":[297],"real-world":[300,305],"clinical":[301],"datasets":[302],"three":[304],"time":[306],"series":[307],"datasets.":[308],"Our":[309],"results":[310],"demonstrate":[311],"superiority":[313],"over":[316],"state-of-the-art":[318],"models":[319],"other":[321],"robust":[322],"baselines.":[323],"This":[324],"showcases":[325],"potential":[327],"advancing":[331],"medicine":[334],"by":[335],"offering":[336],"comprehensive":[341],"approach":[342],"trajectories.":[347]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":7}],"updated_date":"2026-08-25T07:29:55.448023","created_date":"2025-10-10T00:00:00"}