{"id":"https://openalex.org/W4403937252","doi":"https://doi.org/10.1109/iscc61673.2024.10733576","title":"Investigating Functional Data Analysis for Wearable Physiological Sensor Data in Stress Evaluation","display_name":"Investigating Functional Data Analysis for Wearable Physiological Sensor Data in Stress Evaluation","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4403937252","doi":"https://doi.org/10.1109/iscc61673.2024.10733576"},"language":"en","primary_location":{"id":"doi:10.1109/iscc61673.2024.10733576","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscc61673.2024.10733576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11382/578339","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5091674171","display_name":"Luca Carmisciano","orcid":"https://orcid.org/0000-0001-6263-3864"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]},{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Luca Carmisciano","raw_affiliation_strings":["University of Pisa, Pisa, Italy Institute of Economics and L’EMbeDS Scuola Superiore Sant’Anna,Dept. of Clinical and Experimental Medicine,Pisa,Italy"],"affiliations":[{"raw_affiliation_string":"University of Pisa, Pisa, Italy Institute of Economics and L’EMbeDS Scuola Superiore Sant’Anna,Dept. of Clinical and Experimental Medicine,Pisa,Italy","institution_ids":["https://openalex.org/I162290304","https://openalex.org/I108290504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041155768","display_name":"Tobia Boschi","orcid":"https://orcid.org/0000-0003-1990-1653"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Tobia Boschi","raw_affiliation_strings":["IBM Research Europe,Dublin,Ireland"],"affiliations":[{"raw_affiliation_string":"IBM Research Europe,Dublin,Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015561999","display_name":"Francesca Chiaromonte","orcid":"https://orcid.org/0000-0001-5605-9886"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesca Chiaromonte","raw_affiliation_strings":["Penn State University, USA Institute of Economics and L’EMbeDS Scuola Superiore Sant’Anna,Dept. of Statistics,Pisa,Italy"],"affiliations":[{"raw_affiliation_string":"Penn State University, USA Institute of Economics and L’EMbeDS Scuola Superiore Sant’Anna,Dept. of Statistics,Pisa,Italy","institution_ids":["https://openalex.org/I162290304"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048866658","display_name":"Franca Delmastro","orcid":"https://orcid.org/0000-0001-9233-2712"},"institutions":[{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"funder","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Franca Delmastro","raw_affiliation_strings":["National Research Council of Italy (CNR),IIT Institute,Pisa,Italy"],"affiliations":[{"raw_affiliation_string":"National Research Council of Italy (CNR),IIT Institute,Pisa,Italy","institution_ids":["https://openalex.org/I4210155236"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023123658","display_name":"Andrea Vandin","orcid":"https://orcid.org/0000-0002-2606-7241"},"institutions":[{"id":"https://openalex.org/I162290304","display_name":"Scuola Superiore Sant'Anna","ror":"https://ror.org/025602r80","country_code":"IT","type":"education","lineage":["https://openalex.org/I162290304"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Vandin","raw_affiliation_strings":["Institute of Economics and L’EMbeDS Scuola Superiore Sant’Anna,Pisa,Italy"],"affiliations":[{"raw_affiliation_string":"Institute of Economics and L’EMbeDS Scuola Superiore Sant’Anna,Pisa,Italy","institution_ids":["https://openalex.org/I162290304"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5091674171"],"corresponding_institution_ids":["https://openalex.org/I108290504","https://openalex.org/I162290304"],"apc_list":null,"apc_paid":null,"fwci":0.1841,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.48841539,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.7365999817848206,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.7365999817848206,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.6686999797821045,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.673446774482727},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.6067913174629211},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6056350469589233},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.16352668404579163}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.673446774482727},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.6067913174629211},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6056350469589233},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.16352668404579163},{"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":2,"locations":[{"id":"doi:10.1109/iscc61673.2024.10733576","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iscc61673.2024.10733576","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:www.iris.sssup.it:11382/578339","is_oa":true,"landing_page_url":"https://hdl.handle.net/11382/578339","pdf_url":null,"source":{"id":"https://openalex.org/S4377196376","display_name":"CINECA IRIS Institutional Research Information System (Sant'Anna School of Advanced Studies)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162290304","host_organization_name":"Scuola Superiore Sant'Anna","host_organization_lineage":["https://openalex.org/I162290304"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:www.iris.sssup.it:11382/578339","is_oa":true,"landing_page_url":"https://hdl.handle.net/11382/578339","pdf_url":null,"source":{"id":"https://openalex.org/S4377196376","display_name":"CINECA IRIS Institutional Research Information System (Sant'Anna School of Advanced Studies)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I162290304","host_organization_name":"Scuola Superiore Sant'Anna","host_organization_lineage":["https://openalex.org/I162290304"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W16794263","https://openalex.org/W242540098","https://openalex.org/W1007558147","https://openalex.org/W1987971958","https://openalex.org/W2001432119","https://openalex.org/W2031590924","https://openalex.org/W2038141152","https://openalex.org/W2045649740","https://openalex.org/W2076231474","https://openalex.org/W2097101747","https://openalex.org/W2113555622","https://openalex.org/W2146687545","https://openalex.org/W2148443418","https://openalex.org/W2148905283","https://openalex.org/W2162273778","https://openalex.org/W2184481998","https://openalex.org/W2792140820","https://openalex.org/W2894771803","https://openalex.org/W3014950611","https://openalex.org/W3019618195","https://openalex.org/W3094562215","https://openalex.org/W3110393474","https://openalex.org/W3154846076","https://openalex.org/W4225137380","https://openalex.org/W4244030505","https://openalex.org/W4293747882","https://openalex.org/W4377094298","https://openalex.org/W4400762160"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Measuring":[0],"stress":[1,27,35,145],"level":[2],"objectively":[3],"is":[4,137],"crucial":[5],"for":[6,77,133],"personalized":[7],"health":[8],"monitoring.":[9],"While":[10,129],"traditional":[11],"methods":[12,91],"require":[13],"a":[14,19,30,59,74],"clinical":[15],"setting,":[16],"wearables":[17,66],"provide":[18],"valuable":[20],"alternative.":[21],"In":[22],"this":[23,122],"paper,":[24],"we":[25,71],"approach":[26],"assessment":[28],"as":[29,73],"regression":[31,53],"task,":[32],"focusing":[33],"on":[34],"exposure,":[36],"and":[37,54,67,112],"evaluate":[38],"Functional":[39],"Data":[40],"Analysis":[41],"(FDA)":[42],"to":[43,57,139,144],"extract":[44],"richer":[45],"information":[46],"from":[47,65,95],"physiological":[48],"signals.":[49],"We":[50,79],"apply":[51],"scalar-on-function":[52],"functional":[55],"clustering":[56],"WESAD,":[58],"public":[60],"dataset":[61],"which":[62],"contains":[63],"signals":[64,96,100],"psychometric":[68],"questionnaires":[69],"that":[70,105],"use":[72],"ground":[75],"truth":[76],"stress.":[78],"compare":[80],"the":[81,99],"results":[82],"obtained":[83],"by":[84,90],"applying":[85],"FDA":[86,106,136],"with":[87,115,125],"those":[88],"achieved":[89],"using":[92],"features":[93],"extracted":[94],"rather":[97],"than":[98],"themselves.":[101],"The":[102],"comparison":[103],"reveals":[104],"excels":[107],"in":[108],"capturing":[109],"signal":[110],"variations":[111],"their":[113],"association":[114,123],"stress,":[116],"offering":[117],"new":[118],"insights":[119],"into":[120],"how":[121],"changes":[124],"different":[126],"stressful":[127],"activities.":[128],"non-functional":[130],"techniques":[131],"suffice":[132],"some":[134],"analyses,":[135],"key":[138],"capture":[140],"overtime":[141],"patterns":[142],"linked":[143],"levels.":[146]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}