{"id":"https://openalex.org/W4399526985","doi":"https://doi.org/10.1109/jiot.2024.3412980","title":"Uncertainty-Aware Topological Persistence Guided Knowledge Distillation on Wearable Sensor Data","display_name":"Uncertainty-Aware Topological Persistence Guided Knowledge Distillation on Wearable Sensor Data","publication_year":2024,"publication_date":"2024-06-11","ids":{"openalex":"https://openalex.org/W4399526985","doi":"https://doi.org/10.1109/jiot.2024.3412980","pmid":"https://pubmed.ncbi.nlm.nih.gov/40308783"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3412980","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3412980","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12040397/pdf/nihms-2020330.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003097277","display_name":"Eun Som Jeon","orcid":"https://orcid.org/0000-0002-1112-4653"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Eun Som Jeon","raw_affiliation_strings":["Geometric Media Lab, School of Arts, Media and Engineering and School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ, USA"],"raw_orcid":"https://orcid.org/0000-0002-1112-4653","affiliations":[{"raw_affiliation_string":"Geometric Media Lab, School of Arts, Media and Engineering and School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000559212","display_name":"Matthew P. Buman","orcid":"https://orcid.org/0000-0002-5130-3162"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matthew P. Buman","raw_affiliation_strings":["College of Health Solutions, Arizona State University, Phoenix, AZ, USA"],"raw_orcid":"https://orcid.org/0000-0002-5130-3162","affiliations":[{"raw_affiliation_string":"College of Health Solutions, Arizona State University, Phoenix, AZ, USA","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062945520","display_name":"Pavan Turaga","orcid":"https://orcid.org/0000-0002-5263-5943"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pavan Turaga","raw_affiliation_strings":["Geometric Media Lab, School of Arts, Media and Engineering and School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ, USA"],"raw_orcid":"https://orcid.org/0000-0002-5263-5943","affiliations":[{"raw_affiliation_string":"Geometric Media Lab, School of Arts, Media and Engineering and School of Electrical, Computer and Energy Engineering, Arizona State University, Tempe, AZ, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5003097277"],"corresponding_institution_ids":["https://openalex.org/I55732556"],"apc_list":null,"apc_paid":null,"fwci":0.4762,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.61485596,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"11","issue":"18","first_page":"30413","last_page":"30429"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12536","display_name":"Topological and Geometric Data Analysis","score":0.9824000000953674,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10320","display_name":"Neural Networks and Applications","score":0.972599983215332,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7432578802108765},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7340682744979858},{"id":"https://openalex.org/keywords/persistence","display_name":"Persistence (discontinuity)","score":0.6490159630775452},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.48112693428993225},{"id":"https://openalex.org/keywords/topology","display_name":"Topology (electrical circuits)","score":0.4143192768096924},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4082117974758148},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.34414634108543396},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.21685141324996948},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11209526658058167},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.09868213534355164}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7432578802108765},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7340682744979858},{"id":"https://openalex.org/C2781009140","wikidata":"https://www.wikidata.org/wiki/Q7170389","display_name":"Persistence (discontinuity)","level":2,"score":0.6490159630775452},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.48112693428993225},{"id":"https://openalex.org/C184720557","wikidata":"https://www.wikidata.org/wiki/Q7825049","display_name":"Topology (electrical circuits)","level":2,"score":0.4143192768096924},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4082117974758148},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34414634108543396},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.21685141324996948},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11209526658058167},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.09868213534355164},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/jiot.2024.3412980","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3412980","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},{"id":"pmid:40308783","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40308783","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":"IEEE internet of things journal","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:12040397","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12040397/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12040397/pdf/nihms-2020330.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":"IEEE Internet Things J","raw_type":"Text"},{"id":"pmh:oai:europepmc.org:11241941","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12040397","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:12040397","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12040397/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12040397/pdf/nihms-2020330.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":"IEEE Internet Things J","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1152011311","display_name":null,"funder_award_id":"2200161","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1160299270","display_name":null,"funder_award_id":"2200161","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5198503464","display_name":null,"funder_award_id":"R01GM135927","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"},{"id":"https://openalex.org/F4320337380","display_name":"Division of Mathematical Sciences","ror":"https://ror.org/051fftw81"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4399526985.pdf","grobid_xml":"https://content.openalex.org/works/W4399526985.grobid-xml"},"referenced_works_count":85,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1920328734","https://openalex.org/W1968670561","https://openalex.org/W2026297770","https://openalex.org/W2052607251","https://openalex.org/W2131368080","https://openalex.org/W2187089797","https://openalex.org/W2194775991","https://openalex.org/W2247209766","https://openalex.org/W2294370754","https://openalex.org/W2498184556","https://openalex.org/W2537346363","https://openalex.org/W2551239383","https://openalex.org/W2743289088","https://openalex.org/W2747909401","https://openalex.org/W2781486669","https://openalex.org/W2795342689","https://openalex.org/W2892765075","https://openalex.org/W2893763084","https://openalex.org/W2940288022","https://openalex.org/W2963163009","https://openalex.org/W2964137095","https://openalex.org/W2964237352","https://openalex.org/W2982242214","https://openalex.org/W2995607862","https://openalex.org/W2997006708","https://openalex.org/W2998531464","https://openalex.org/W3004127093","https://openalex.org/W3008872739","https://openalex.org/W3013843370","https://openalex.org/W3015565442","https://openalex.org/W3034222740","https://openalex.org/W3034368386","https://openalex.org/W3037885005","https://openalex.org/W3045672834","https://openalex.org/W3089191880","https://openalex.org/W3114677757","https://openalex.org/W3128511643","https://openalex.org/W3138154797","https://openalex.org/W3165113810","https://openalex.org/W3194545001","https://openalex.org/W3198740179","https://openalex.org/W3199815568","https://openalex.org/W3204350680","https://openalex.org/W4200516889","https://openalex.org/W4220891550","https://openalex.org/W4224927203","https://openalex.org/W4225775336","https://openalex.org/W4239510810","https://openalex.org/W4255383393","https://openalex.org/W4285127639","https://openalex.org/W4287889157","https://openalex.org/W4290713716","https://openalex.org/W4312327205","https://openalex.org/W4312929415","https://openalex.org/W4313839229","https://openalex.org/W4319663591","https://openalex.org/W4320168445","https://openalex.org/W4323521033","https://openalex.org/W4375928795","https://openalex.org/W4386076401","https://openalex.org/W4386275867","https://openalex.org/W4388286158","https://openalex.org/W4389993082","https://openalex.org/W4392697206","https://openalex.org/W6637373629","https://openalex.org/W6638523607","https://openalex.org/W6640308425","https://openalex.org/W6680970901","https://openalex.org/W6694154208","https://openalex.org/W6730179637","https://openalex.org/W6739651123","https://openalex.org/W6754810493","https://openalex.org/W6757249106","https://openalex.org/W6761472960","https://openalex.org/W6769906912","https://openalex.org/W6777095774","https://openalex.org/W6783773503","https://openalex.org/W6785121581","https://openalex.org/W6798823677","https://openalex.org/W6800217721","https://openalex.org/W6810480112","https://openalex.org/W6839053282","https://openalex.org/W6849425608","https://openalex.org/W6857692509"],"related_works":["https://openalex.org/W1995895161","https://openalex.org/W2352063914","https://openalex.org/W2047377442","https://openalex.org/W4406031101","https://openalex.org/W4251362959","https://openalex.org/W2017131795","https://openalex.org/W3205546307","https://openalex.org/W2883299638","https://openalex.org/W4220712982","https://openalex.org/W4387835727"],"abstract_inverted_index":{"In":[0,108],"applications":[1,62],"involving":[2],"analysis":[3,17],"of":[4,124,216,226,245],"wearable":[5],"sensor":[6],"data,":[7],"machine":[8],"learning":[9],"techniques":[10],"that":[11,204],"use":[12],"features":[13,166],"from":[14,167,257],"topological":[15,95,134],"data":[16,209],"(TDA)":[18],"have":[19,116],"demonstrated":[20],"remarkable":[21],"performance.":[22],"Persistence":[23],"images":[24],"(PIs)":[25],"generated":[26],"through":[27,220],"TDA":[28,49],"prove":[29],"effective":[30],"in":[31,235],"capturing":[32],"robust":[33,201],"features,":[34,96],"especially":[35],"to":[36,50,73,101,153,162,178,191,253],"signal":[37],"perturbations,":[38],"thus":[39],"complementing":[40],"classical":[41],"time-series":[42,91,208],"features.":[43],"Despite":[44],"its":[45,231],"promising":[46],"performance,":[47],"utilizing":[48],"create":[51],"PI":[52],"entails":[53],"significant":[54],"computational":[55],"resources":[56],"and":[57,92,120,144,149,183,228,233],"time,":[58],"posing":[59],"challenges":[60],"for":[61],"on":[63,188,207,259],"small":[64],"devices.":[65],"Knowledge":[66],"distillation":[67],"(KD)":[68],"emerges":[69],"as":[70,77],"a":[71,81,98,103,110,163,200,246,254],"solution":[72],"address":[74],"these":[75,129],"challenges,":[76],"it":[78],"can":[79],"produce":[80],"compact":[82,105],"model.":[83,107],"Using":[84],"multiple":[85],"teachers":[86,114,148,168],"one":[87],"trained":[88],"with":[89,94],"raw":[90],"another":[93],"is":[97],"viable":[99],"approach":[100,140,219],"distill":[102],"single":[104,202],"student":[106,203,247],"such":[109],"case,":[111],"the":[112,159,214,217,242],"two":[113],"will":[115],"different":[117,236],"statistical":[118],"characteristics":[119],"need":[121],"some":[122],"form":[123],"feature":[125,176,194],"harmonization.":[126],"To":[127,157],"tackle":[128],"issues,":[130],"we":[131],"propose":[132],"uncertainty-aware":[133],"persistence":[135],"guided":[136],"knowledge":[137,160],"distillation.":[138],"This":[139],"involves":[141],"separating":[142],"common":[143],"distinct":[145],"components":[146],"between":[147],"applying":[150],"varying":[151],"weights":[152],"control":[154],"their":[155],"effects.":[156],"enhance":[158],"provided":[161],"student,":[164],"uncertain":[165],"are":[169],"rectified":[170],"using":[171],"uncertainty":[172],"scores.":[173],"We":[174,212],"leverage":[175],"similarities":[177],"offer":[179],"more":[180],"valuable":[181],"information":[182],"employ":[184],"relationships":[185],"computed":[186],"based":[187],"orthogonal":[189],"properties":[190],"prevent":[192],"excessive":[193],"transformation.":[195],"Ultimately,":[196],"our":[197],"method":[198,240],"yields":[199],"operates":[205],"solely":[206],"at":[210],"test-time.":[211],"validate":[213],"effectiveness":[215],"proposed":[218,239],"empirical":[221],"evaluations":[222],"across":[223],"various":[224],"combinations":[225],"models":[227],"datasets,":[229],"demonstrating":[230],"robustness":[232],"efficacy":[234],"scenarios.":[237],"The":[238],"enhances":[241],"classification":[243],"performance":[244],"model":[248,255],"by":[249],"approximately":[250],"4.3%":[251],"compared":[252],"learned":[256],"scratch":[258],"GENEActiv.":[260]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
