{"id":"https://openalex.org/W4388118210","doi":"https://doi.org/10.23919/eusipco58844.2023.10289999","title":"Efficacy of Dynamics-Based Features for Machine Learning Classification of Renal Hemodynamics","display_name":"Efficacy of Dynamics-Based Features for Machine Learning Classification of Renal Hemodynamics","publication_year":2023,"publication_date":"2023-09-04","ids":{"openalex":"https://openalex.org/W4388118210","doi":"https://doi.org/10.23919/eusipco58844.2023.10289999","pmid":"https://pubmed.ncbi.nlm.nih.gov/38162557"},"language":"en","primary_location":{"id":"doi:10.23919/eusipco58844.2023.10289999","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/eusipco58844.2023.10289999","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 31st European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10756713/pdf/nihms-1954304.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013103660","display_name":"Purva R. Chopde","orcid":null},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Purva R. Chopde","raw_affiliation_strings":["Illinois Institute of Technology,Dept. of Elec. and Comp. Engr.,Chicago,IL,U.S.A","Dept. of Elec. and Comp. Engr., Illinois Institute of Technology, Chicago, IL, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology,Dept. of Elec. and Comp. Engr.,Chicago,IL,U.S.A","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Dept. of Elec. and Comp. Engr., Illinois Institute of Technology, Chicago, IL, U.S.A","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Roc\u00edo \u00c1lvarez-Cedr\u00f3n","orcid":null},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roc\u00edo \u00c1lvarez-Cedr\u00f3n","raw_affiliation_strings":["Illinois Institute of Technology,Chicago,IL,U.S.A","Illinois Institute of Technology, Chicago, IL, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology,Chicago,IL,U.S.A","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Illinois Institute of Technology, Chicago, IL, U.S.A","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007639667","display_name":"Sebastian Alphonse","orcid":"https://orcid.org/0000-0002-7965-1732"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sebastian Alphonse","raw_affiliation_strings":["Illinois Institute of Technology,Dept. of Elec. and Comp. Engr.,Chicago,IL,U.S.A","Dept. of Elec. and Comp. Engr., Illinois Institute of Technology, Chicago, IL, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology,Dept. of Elec. and Comp. Engr.,Chicago,IL,U.S.A","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Dept. of Elec. and Comp. Engr., Illinois Institute of Technology, Chicago, IL, U.S.A","institution_ids":["https://openalex.org/I180949307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072715569","display_name":"Aaron J. Polichnowski","orcid":"https://orcid.org/0000-0003-0347-663X"},"institutions":[{"id":"https://openalex.org/I119443389","display_name":"East Tennessee State University","ror":"https://ror.org/05rfqv493","country_code":"US","type":"education","lineage":["https://openalex.org/I119443389"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aaron J. Polichnowski","raw_affiliation_strings":["East Tennessee State University,Dept. of Biomedical Sciences,Johnson City,TN,U.S.A","Dept. of Biomedical Sciences, East Tennessee State University, Johnson City, TN, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"East Tennessee State University,Dept. of Biomedical Sciences,Johnson City,TN,U.S.A","institution_ids":["https://openalex.org/I119443389"]},{"raw_affiliation_string":"Dept. of Biomedical Sciences, East Tennessee State University, Johnson City, TN, U.S.A","institution_ids":["https://openalex.org/I119443389"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009121656","display_name":"Karen A. Griffin","orcid":"https://orcid.org/0000-0002-9605-8973"},"institutions":[{"id":"https://openalex.org/I1304196042","display_name":"Loyola University Medical Center","ror":"https://ror.org/05xcyt367","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1304196042","https://openalex.org/I1304269903"]},{"id":"https://openalex.org/I4210159390","display_name":"Loyola Medicine","ror":"https://ror.org/04azs9g49","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210159390"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karen A. Griffin","raw_affiliation_strings":["Loyola Univ. Med. Ctr. and Hines VA Hosp.,Department of Medicine,Maywood,IL,U.S.A","Department of Medicine, Loyola Univ. Med. Ctr. and Hines VA Hosp., Maywood, IL, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Loyola Univ. Med. Ctr. and Hines VA Hosp.,Department of Medicine,Maywood,IL,U.S.A","institution_ids":["https://openalex.org/I4210159390","https://openalex.org/I1304196042"]},{"raw_affiliation_string":"Department of Medicine, Loyola Univ. Med. Ctr. and Hines VA Hosp., Maywood, IL, U.S.A","institution_ids":["https://openalex.org/I4210159390","https://openalex.org/I1304196042"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081569135","display_name":"G.A. Williamson","orcid":"https://orcid.org/0000-0002-9538-9658"},"institutions":[{"id":"https://openalex.org/I180949307","display_name":"Illinois Institute of Technology","ror":"https://ror.org/037t3ry66","country_code":"US","type":"education","lineage":["https://openalex.org/I180949307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Geoffrey A. Williamson","raw_affiliation_strings":["Illinois Institute of Technology,Dept. of Elec. and Comp. Engr.,Chicago,IL,U.S.A","Dept. of Elec. and Comp. Engr., Illinois Institute of Technology, Chicago, IL, U.S.A"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Illinois Institute of Technology,Dept. of Elec. and Comp. Engr.,Chicago,IL,U.S.A","institution_ids":["https://openalex.org/I180949307"]},{"raw_affiliation_string":"Dept. of Elec. and Comp. Engr., Illinois Institute of Technology, Chicago, IL, U.S.A","institution_ids":["https://openalex.org/I180949307"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29667364,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2023","issue":null,"first_page":"1145","last_page":"1149"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10144","display_name":"Blood Pressure and Hypertension Studies","score":0.9811000227928162,"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/T10144","display_name":"Blood Pressure and Hypertension Studies","score":0.9811000227928162,"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/T10924","display_name":"Cardiovascular Health and Disease Prevention","score":0.9753000140190125,"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/T10745","display_name":"Heart Rate Variability and Autonomic Control","score":0.9577999711036682,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.771141767501831},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.7411987781524658},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6475657820701599},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6313781142234802},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6212875843048096},{"id":"https://openalex.org/keywords/hemodynamics","display_name":"Hemodynamics","score":0.581169605255127},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5747411847114563},{"id":"https://openalex.org/keywords/multilayer-perceptron","display_name":"Multilayer perceptron","score":0.48110049962997437},{"id":"https://openalex.org/keywords/perceptron","display_name":"Perceptron","score":0.46876877546310425},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.445254385471344},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4161657691001892},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41330787539482117},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.06375962495803833}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.771141767501831},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7411987781524658},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6475657820701599},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6313781142234802},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6212875843048096},{"id":"https://openalex.org/C178853913","wikidata":"https://www.wikidata.org/wiki/Q1642137","display_name":"Hemodynamics","level":2,"score":0.581169605255127},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5747411847114563},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.48110049962997437},{"id":"https://openalex.org/C60908668","wikidata":"https://www.wikidata.org/wiki/Q690207","display_name":"Perceptron","level":3,"score":0.46876877546310425},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.445254385471344},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4161657691001892},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41330787539482117},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.06375962495803833},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.23919/eusipco58844.2023.10289999","is_oa":false,"landing_page_url":"http://dx.doi.org/10.23919/eusipco58844.2023.10289999","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 31st European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-article"},{"id":"pmid:38162557","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38162557","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ... European Signal Processing Conference (EUSIPCO). EUSIPCO (Conference)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10756713","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10756713","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10756713/pdf/nihms-1954304.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc Eur Signal Process Conf EUSIPCO","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:10756713","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10756713","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10756713/pdf/nihms-1954304.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc Eur Signal Process Conf EUSIPCO","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1627178562","display_name":null,"funder_award_id":"IK2 BX001285","funder_id":"https://openalex.org/F4320306127","funder_display_name":"U.S. Department of Veterans Affairs"},{"id":"https://openalex.org/G2651521088","display_name":null,"funder_award_id":"R01 DK040426","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"},{"id":"https://openalex.org/G3012157739","display_name":null,"funder_award_id":"R01 DK061653","funder_id":"https://openalex.org/F4320337357","funder_display_name":"National Institute of Diabetes and Digestive and Kidney Diseases"},{"id":"https://openalex.org/G6975098987","display_name":null,"funder_award_id":"R15 HL154067","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G8609033025","display_name":null,"funder_award_id":"1IK2BX001285","funder_id":"https://openalex.org/F4320306127","funder_display_name":"U.S. Department of Veterans Affairs"}],"funders":[{"id":"https://openalex.org/F4320306127","display_name":"U.S. Department of Veterans Affairs","ror":"https://ror.org/05rsv9s98"},{"id":"https://openalex.org/F4320309037","display_name":"Office of Research and Development","ror":"https://ror.org/05rsv9s98"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"},{"id":"https://openalex.org/F4320337357","display_name":"National Institute of Diabetes and Digestive and Kidney Diseases","ror":"https://ror.org/00adh9b73"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388118210.pdf","grobid_xml":"https://content.openalex.org/works/W4388118210.grobid-xml"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1974082714","https://openalex.org/W1982096149","https://openalex.org/W2008071711","https://openalex.org/W2034578084","https://openalex.org/W2064046883","https://openalex.org/W2078902399","https://openalex.org/W2086420283","https://openalex.org/W2101234009","https://openalex.org/W2104321876","https://openalex.org/W2107170552","https://openalex.org/W2112911420","https://openalex.org/W2123404055","https://openalex.org/W2137429983","https://openalex.org/W2150998247","https://openalex.org/W2152741096","https://openalex.org/W2157934116","https://openalex.org/W2161198128","https://openalex.org/W2167043468","https://openalex.org/W2170691252","https://openalex.org/W2184086673","https://openalex.org/W2470481127","https://openalex.org/W2582602949","https://openalex.org/W2598525681","https://openalex.org/W2766419757","https://openalex.org/W2937294679","https://openalex.org/W2963469393","https://openalex.org/W2978956171","https://openalex.org/W2987286712","https://openalex.org/W2993875294","https://openalex.org/W2997680341","https://openalex.org/W3118135846","https://openalex.org/W4283819183","https://openalex.org/W6631190155","https://openalex.org/W6675354045","https://openalex.org/W6771285268","https://openalex.org/W6771826195"],"related_works":["https://openalex.org/W2076543106","https://openalex.org/W2523437662","https://openalex.org/W89844371","https://openalex.org/W2019891950","https://openalex.org/W2085842814","https://openalex.org/W4286643620","https://openalex.org/W4387048144","https://openalex.org/W2492135063","https://openalex.org/W2362514456","https://openalex.org/W2136232598"],"abstract_inverted_index":{"Different":[0],"machine":[1,36,138],"learning":[2,139],"approaches":[3],"for":[4,35,66,137],"analyzing":[5],"renal":[6,16],"hemodynamics":[7],"using":[8],"time":[9],"series":[10],"of":[11,44,97,99,130,145],"arterial":[12],"blood":[13,17],"pressure":[14],"and":[15,26],"flow":[18],"rate":[19],"measurements":[20,87],"in":[21,61,120,126],"conscious":[22],"rats":[23,46],"are":[24],"developed":[25],"compared.":[27],"Particular":[28],"emphasis":[29],"is":[30,123,148],"placed":[31],"on":[32],"features":[33,154],"used":[34,65],"learning.":[37],"The":[38,142],"test":[39],"scenario":[40],"involves":[41],"binary":[42],"classification":[43,68,112,165],"Sprague-Dawley":[45],"obtained":[47],"from":[48],"two":[49],"different":[50],"suppliers,":[51],"with":[52,153,166],"the":[53,67,82,90,106,111,115,118,131,149,159],"suppliers'":[54],"rat":[55],"colonies":[56],"having":[57],"drifted":[58],"slightly":[59,124],"apart":[60],"hemodynamic":[62],"characteristics.":[63],"Models":[64],"include":[69],"deep":[70],"neural":[71],"network":[72],"(DNN),":[73],"random":[74],"forest,":[75],"support":[76],"vector":[77,96],"machine,":[78],"multilayer":[79],"perceptron.":[80],"While":[81],"DNN":[83],"uses":[84],"raw":[85],"pressure/flow":[86,107],"as":[88],"features,":[89],"latter":[91],"three":[92],"use":[93],"a":[94,100],"feature":[95],"parameters":[98],"nonlinear":[101],"dynamic":[102],"system":[103],"fitted":[104],"to":[105,114,128,156],"data,":[108],"thereby":[109],"restricting":[110],"basis":[113],"hemodynamics.":[116],"Although":[117],"performance":[119],"these":[121],"cases":[122],"reduced":[125],"comparison":[127],"that":[129,151],"DNN,":[132],"they":[133],"still":[134],"show":[135],"promise":[136],"(ML)":[140],"application.":[141],"pioneering":[143],"contribution":[144],"this":[146],"work":[147],"establishment":[150],"even":[152],"limited":[155],"hemodynamics-based":[157],"information,":[158],"ML":[160],"models":[161],"can":[162],"successfully":[163],"achieve":[164],"reasonably":[167],"high":[168],"accuracy.":[169]},"counts_by_year":[],"updated_date":"2026-06-24T13:16:06.693445","created_date":"2025-10-10T00:00:00"}