{"id":"https://openalex.org/W4297838907","doi":"https://doi.org/10.14428/esann/2022.es2022-17","title":"A Kernel Based Multilinear SVD Approach for Multiple Sclerosis Profiles Classification","display_name":"A Kernel Based Multilinear SVD Approach for Multiple Sclerosis Profiles Classification","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4297838907","doi":"https://doi.org/10.14428/esann/2022.es2022-17"},"language":"en","primary_location":{"id":"doi:10.14428/esann/2022.es2022-17","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2022.es2022-17","pdf_url":"https://doi.org/10.14428/esann/2022.es2022-17","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2022 proceedings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.14428/esann/2022.es2022-17","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004598895","display_name":"Berardino Barile","orcid":"https://orcid.org/0000-0002-4016-9172"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"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/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210138704","display_name":"Centre de Recherche en Acquisition et Traitement de l'Image pour la Sant\u00e9","ror":"https://ror.org/03smk3872","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210100596","https://openalex.org/I4210105738","https://openalex.org/I4210138704","https://openalex.org/I4210159245","https://openalex.org/I4405259976","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","FR"],"is_corresponding":true,"raw_author_name":"Berardino Barile","raw_affiliation_strings":["Division Stadius, Leuven, Belgium","-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","-KU Leuven, Department of Electrical Engineering (ESAT),"],"affiliations":[{"raw_affiliation_string":"Division Stadius, Leuven, Belgium","institution_ids":[]},{"raw_affiliation_string":"-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210138704","https://openalex.org/I100532134","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"-KU Leuven, Department of Electrical Engineering (ESAT),","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010054283","display_name":"Pooya Ashtari","orcid":"https://orcid.org/0000-0002-5032-7808"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"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/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210138704","display_name":"Centre de Recherche en Acquisition et Traitement de l'Image pour la Sant\u00e9","ror":"https://ror.org/03smk3872","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210100596","https://openalex.org/I4210105738","https://openalex.org/I4210138704","https://openalex.org/I4210159245","https://openalex.org/I4405259976","https://openalex.org/I48430043"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","FR"],"is_corresponding":false,"raw_author_name":"Pooya Ashtari","raw_affiliation_strings":["-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","-KU Leuven, Department of Electrical Engineering (ESAT),","Division Stadius, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210138704","https://openalex.org/I100532134","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"-KU Leuven, Department of Electrical Engineering (ESAT),","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Division Stadius, Leuven, Belgium","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114030552","display_name":"Fran\u00e7oise Durand-Dubief","orcid":null},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"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/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210100596","display_name":"Hospices Civils de Lyon","ror":"https://ror.org/01502ca60","country_code":"FR","type":"healthcare","lineage":["https://openalex.org/I4210100596"]},{"id":"https://openalex.org/I4210138704","display_name":"Centre de Recherche en Acquisition et Traitement de l'Image pour la Sant\u00e9","ror":"https://ror.org/03smk3872","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210100596","https://openalex.org/I4210105738","https://openalex.org/I4210138704","https://openalex.org/I4210159245","https://openalex.org/I4405259976","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Francoise Durand-Dubief","raw_affiliation_strings":["-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","-Hospices Civils de Lyon, Service de Neurologie A, France"],"affiliations":[{"raw_affiliation_string":"-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210138704","https://openalex.org/I100532134","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"-Hospices Civils de Lyon, Service de Neurologie A, France","institution_ids":["https://openalex.org/I4210100596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035651557","display_name":"Frederik Maes","orcid":"https://orcid.org/0000-0003-0027-1479"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Frederik Maes","raw_affiliation_strings":["-KU Leuven, Department of Electrical Engineering (ESAT),","Division Stadius, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"-KU Leuven, Department of Electrical Engineering (ESAT),","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Division Stadius, Leuven, Belgium","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018181832","display_name":"Dominique Sappey\u2010Marinier","orcid":"https://orcid.org/0000-0003-4104-1514"},"institutions":[{"id":"https://openalex.org/I100532134","display_name":"Universit\u00e9 Claude Bernard Lyon 1","ror":"https://ror.org/029brtt94","country_code":"FR","type":"education","lineage":["https://openalex.org/I100532134","https://openalex.org/I203339264"]},{"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/I154526488","display_name":"Inserm","ror":"https://ror.org/02vjkv261","country_code":"FR","type":"government","lineage":["https://openalex.org/I154526488"]},{"id":"https://openalex.org/I4210112162","display_name":"Centre d'Exploration et de Recherche M\u00e9dicale par Emission de Positons","ror":"https://ror.org/023apm738","country_code":"FR","type":"facility","lineage":["https://openalex.org/I4210112162"]},{"id":"https://openalex.org/I4210138704","display_name":"Centre de Recherche en Acquisition et Traitement de l'Image pour la Sant\u00e9","ror":"https://ror.org/03smk3872","country_code":"FR","type":"facility","lineage":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I203339264","https://openalex.org/I4210095849","https://openalex.org/I4210100596","https://openalex.org/I4210105738","https://openalex.org/I4210138704","https://openalex.org/I4210159245","https://openalex.org/I4405259976","https://openalex.org/I48430043"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dominique Sappey-Marinier","raw_affiliation_strings":["-CERMEP Imagerie du Vivant, Bron, France","-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France"],"affiliations":[{"raw_affiliation_string":"-CERMEP Imagerie du Vivant, Bron, France","institution_ids":["https://openalex.org/I4210112162"]},{"raw_affiliation_string":"-CREATIS (UMR 5220 CNRS & U1294 INSERM), Universite Claude Bernard Lyon 1, France","institution_ids":["https://openalex.org/I154526488","https://openalex.org/I4210138704","https://openalex.org/I100532134","https://openalex.org/I1294671590"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049055621","display_name":"Sabine Van Huffel","orcid":"https://orcid.org/0000-0001-5939-0996"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Sabine Van Huffel","raw_affiliation_strings":["-KU Leuven, Department of Electrical Engineering (ESAT),","Division Stadius, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"-KU Leuven, Department of Electrical Engineering (ESAT),","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Division Stadius, Leuven, Belgium","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5004598895"],"corresponding_institution_ids":["https://openalex.org/I100532134","https://openalex.org/I1294671590","https://openalex.org/I154526488","https://openalex.org/I4210138704","https://openalex.org/I99464096"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13797498,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"109","last_page":"114"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8331000208854675,"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"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.8331000208854675,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.7601000070571899,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12647","display_name":"Traditional Chinese Medicine Studies","score":0.6779999732971191,"subfield":{"id":"https://openalex.org/subfields/2707","display_name":"Complementary and alternative 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/multilinear-map","display_name":"Multilinear map","score":0.7817209362983704},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.7388547658920288},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5891095995903015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5869601368904114},{"id":"https://openalex.org/keywords/singular-value-decomposition","display_name":"Singular value decomposition","score":0.521453320980072},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5165237784385681},{"id":"https://openalex.org/keywords/multiple-sclerosis","display_name":"Multiple sclerosis","score":0.4374930262565613},{"id":"https://openalex.org/keywords/kernel-principal-component-analysis","display_name":"Kernel principal component analysis","score":0.4132993221282959},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.3489118218421936},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.34658923745155334},{"id":"https://openalex.org/keywords/kernel-method","display_name":"Kernel method","score":0.32996582984924316},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11976248025894165},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.0655122697353363},{"id":"https://openalex.org/keywords/pure-mathematics","display_name":"Pure mathematics","score":0.05222240090370178}],"concepts":[{"id":"https://openalex.org/C84392682","wikidata":"https://www.wikidata.org/wiki/Q1952404","display_name":"Multilinear map","level":2,"score":0.7817209362983704},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.7388547658920288},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5891095995903015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5869601368904114},{"id":"https://openalex.org/C22789450","wikidata":"https://www.wikidata.org/wiki/Q420904","display_name":"Singular value decomposition","level":2,"score":0.521453320980072},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5165237784385681},{"id":"https://openalex.org/C2780640218","wikidata":"https://www.wikidata.org/wiki/Q8277","display_name":"Multiple sclerosis","level":2,"score":0.4374930262565613},{"id":"https://openalex.org/C182335926","wikidata":"https://www.wikidata.org/wiki/Q17093020","display_name":"Kernel principal component analysis","level":4,"score":0.4132993221282959},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.3489118218421936},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34658923745155334},{"id":"https://openalex.org/C122280245","wikidata":"https://www.wikidata.org/wiki/Q620622","display_name":"Kernel method","level":3,"score":0.32996582984924316},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11976248025894165},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0655122697353363},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.05222240090370178},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.14428/esann/2022.es2022-17","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2022.es2022-17","pdf_url":"https://doi.org/10.14428/esann/2022.es2022-17","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2022 proceedings","raw_type":"proceedings-article"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/715468","is_oa":false,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/715468","pdf_url":null,"source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"30th European symposium on artificial neural networks, computational intelligence and machine learning - ESANN 2022, Bruges, Belgium, 5-7 October 2022","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.14428/esann/2022.es2022-17","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2022.es2022-17","pdf_url":"https://doi.org/10.14428/esann/2022.es2022-17","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2022 proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4297838907.pdf","grobid_xml":"https://content.openalex.org/works/W4297838907.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2013912476","https://openalex.org/W2097749765","https://openalex.org/W2102524069","https://openalex.org/W2139886607","https://openalex.org/W2534922125","https://openalex.org/W2588870173","https://openalex.org/W2738290065","https://openalex.org/W2773126525","https://openalex.org/W2896014118","https://openalex.org/W6675528751","https://openalex.org/W7074004645"],"related_works":["https://openalex.org/W2110459882","https://openalex.org/W2348964713","https://openalex.org/W2380639250","https://openalex.org/W2103444992","https://openalex.org/W2941912306","https://openalex.org/W2347802338","https://openalex.org/W2049539567","https://openalex.org/W2141018987","https://openalex.org/W2118181845","https://openalex.org/W4297838907"],"abstract_inverted_index":{"In":[0,21],"machine":[1],"learning,":[2],"kernel":[3],"data":[4],"analysis":[5],"represents":[6,82],"a":[7,24,30,51],"new":[8],"approach":[9,49],"to":[10],"the":[11,75,83],"study":[12],"of":[13,55],"neurological":[14],"diseases":[15],"such":[16],"as":[17],"Multiple":[18],"Sclerosis":[19],"(MS).":[20],"this":[22,66],"work,":[23],"kernelization":[25],"technique":[26],"was":[27,79],"combined":[28],"with":[29],"tensor":[31],"factorization":[32],"method":[33],"based":[34],"on":[35],"Multilinear":[36],"Singular":[37],"Value":[38],"Decomposition":[39],"(MLSVD)":[40],"for":[41],"MS":[42],"profile":[43],"classification.":[44],"Our":[45],"simple,":[46],"yet":[47],"effective,":[48],"generates":[50],"meaningful":[52],"feature":[53],"embedding":[54],"multi-view":[56],"data,":[57],"allowing":[58],"good":[59],"classification":[60],"performance.":[61],"The":[62],"results":[63],"presented":[64],"in":[65,87],"work":[67],"define":[68],"an":[69],"interesting":[70],"approach,":[71],"given":[72],"that":[73],"only":[74],"anatomical":[76],"T1-weighted":[77],"image":[78],"used,":[80],"which":[81],"most":[84],"important":[85],"modality":[86],"clinical":[88],"applications.":[89]},"counts_by_year":[],"updated_date":"2026-03-07T13:37:22.277990","created_date":"2025-10-10T00:00:00"}