{"id":"https://openalex.org/W4417132196","doi":"https://doi.org/10.1109/wf-iot64238.2025.11270481","title":"AIM-W: An Input-Adaptive Framework for Interoperable Physiological Modeling on Wearables","display_name":"AIM-W: An Input-Adaptive Framework for Interoperable Physiological Modeling on Wearables","publication_year":2025,"publication_date":"2025-10-27","ids":{"openalex":"https://openalex.org/W4417132196","doi":"https://doi.org/10.1109/wf-iot64238.2025.11270481"},"language":null,"primary_location":{"id":"doi:10.1109/wf-iot64238.2025.11270481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot64238.2025.11270481","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 11th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5054416259","display_name":"Zilu Liang","orcid":"https://orcid.org/0000-0002-2328-5016"},"institutions":[{"id":"https://openalex.org/I78928947","display_name":"Kyoto University of Advanced Science","ror":"https://ror.org/00qa6r925","country_code":"JP","type":"education","lineage":["https://openalex.org/I78928947"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Zilu Liang","raw_affiliation_strings":["Kyoto University of Advanced Science,Ubiquitous and Personal Computing Lab,Kyoto,Japan"],"affiliations":[{"raw_affiliation_string":"Kyoto University of Advanced Science,Ubiquitous and Personal Computing Lab,Kyoto,Japan","institution_ids":["https://openalex.org/I78928947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115842249","display_name":"Thilini Savindya Karunarathna","orcid":null},"institutions":[{"id":"https://openalex.org/I78928947","display_name":"Kyoto University of Advanced Science","ror":"https://ror.org/00qa6r925","country_code":"JP","type":"education","lineage":["https://openalex.org/I78928947"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Thilini Savindya Karunarathna","raw_affiliation_strings":["Kyoto University of Advanced Science,Ubiquitous and Personal Computing Lab,Kyoto,Japan"],"affiliations":[{"raw_affiliation_string":"Kyoto University of Advanced Science,Ubiquitous and Personal Computing Lab,Kyoto,Japan","institution_ids":["https://openalex.org/I78928947"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056499722","display_name":"Abdul Rauf Baig","orcid":"https://orcid.org/0000-0003-1986-0636"},"institutions":[{"id":"https://openalex.org/I4210106879","display_name":"Ohio University","ror":"https://ror.org/01jr3y717","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106879"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ayaan Baig","raw_affiliation_strings":["College of Art and Science Ohio State University,Data Analytics Major,Ohio,USA"],"affiliations":[{"raw_affiliation_string":"College of Art and Science Ohio State University,Data Analytics Major,Ohio,USA","institution_ids":["https://openalex.org/I4210106879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120755354","display_name":"Andrew Beten","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106879","display_name":"Ohio University","ror":"https://ror.org/01jr3y717","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106879"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew Beten","raw_affiliation_strings":["College of Art and Science Ohio State University,Data Analytics Major,Ohio,USA"],"affiliations":[{"raw_affiliation_string":"College of Art and Science Ohio State University,Data Analytics Major,Ohio,USA","institution_ids":["https://openalex.org/I4210106879"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120725120","display_name":"Luna Lococo","orcid":null},"institutions":[{"id":"https://openalex.org/I4210106879","display_name":"Ohio University","ror":"https://ror.org/01jr3y717","country_code":"US","type":"education","lineage":["https://openalex.org/I4210106879"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Luna Lococo","raw_affiliation_strings":["Mathematics Major College of Art and Science Ohio State University,Ohio,USA"],"affiliations":[{"raw_affiliation_string":"Mathematics Major College of Art and Science Ohio State University,Ohio,USA","institution_ids":["https://openalex.org/I4210106879"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5054416259"],"corresponding_institution_ids":["https://openalex.org/I78928947"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40745267,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.22030000388622284,"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/T10338","display_name":"Advanced Sensor and Energy Harvesting Materials","score":0.22030000388622284,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.2012999951839447,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.07209999859333038,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.7235000133514404},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.7228000164031982},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.6624000072479248},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6229000091552734},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5304999947547913},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.44040000438690186},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.43070000410079956},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4146000146865845}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7365000247955322},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.7235000133514404},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.7228000164031982},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.6624000072479248},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6229000091552734},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5304999947547913},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5170000195503235},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5015000104904175},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.44040000438690186},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.43070000410079956},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4146000146865845},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4129999876022339},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.34439998865127563},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.3246999979019165},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.2809999883174896},{"id":"https://openalex.org/C2778712577","wikidata":"https://www.wikidata.org/wiki/Q3505966","display_name":"Retraining","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.27790001034736633},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.2752000093460083},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.26829999685287476},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2596000134944916},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.2590999901294708},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.25609999895095825},{"id":"https://openalex.org/C2780863039","wikidata":"https://www.wikidata.org/wiki/Q640931","display_name":"High-level architecture","level":3,"score":0.25290000438690186},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.251800000667572},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wf-iot64238.2025.11270481","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wf-iot64238.2025.11270481","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 11th World Forum on Internet of Things (WF-IoT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2137958317","https://openalex.org/W3090227645","https://openalex.org/W3164056298","https://openalex.org/W3171112894","https://openalex.org/W4286560842","https://openalex.org/W4382359318","https://openalex.org/W4388428635","https://openalex.org/W4388520297","https://openalex.org/W4388820136","https://openalex.org/W4392198371","https://openalex.org/W4392406050","https://openalex.org/W4404887941","https://openalex.org/W4405558801","https://openalex.org/W4408296132","https://openalex.org/W4410521471"],"related_works":[],"abstract_inverted_index":{"In":[0],"this":[1],"study":[2],"we":[3],"propose":[4],"Adaptive":[5],"Input":[6],"Modeling":[7],"for":[8,14,18,85,115],"Wearables":[9],"(AIM-W),":[10],"an":[11],"input-adaptive":[12],"framework":[13,112],"physiological":[15],"modeling":[16],"designed":[17],"real-world":[19],"wearable":[20],"sensing":[21],"environments.":[22],"Consumer":[23],"wearables":[24],"often":[25],"suffer":[26],"from":[27],"intermittent":[28],"or":[29,39,102],"heterogeneous":[30],"sensor":[31],"availability":[32],"due":[33],"to":[34],"device":[35],"differences,":[36],"signal":[37],"dropout,":[38],"user":[40],"non-compliance.":[41],"To":[42],"address":[43],"this,":[44],"AIM-W":[45,88],"employs":[46],"a":[47,56,74,82],"modular":[48],"architecture":[49],"consisting":[50],"of":[51,106],"modality-specific":[52],"submodels":[53],"(\"modelets\")":[54],"and":[55,96,126],"routing":[57],"mechanism":[58],"that":[59],"dynamically":[60],"activates":[61],"relevant":[62],"components":[63],"based":[64],"on":[65,81,117],"available":[66],"input":[67,94],"modalities.":[68],"Modelet":[69],"predictions":[70],"are":[71],"aggregated":[72],"via":[73],"simple":[75],"yet":[76],"effective":[77],"ensemble":[78],"strategy.":[79],"Evaluated":[80],"multimodal":[83],"dataset":[84],"glucose":[86],"prediction,":[87],"demonstrates":[89],"consistent":[90],"performance":[91],"across":[92],"varying":[93],"conditions":[95],"maintains":[97],"accuracy":[98],"without":[99],"requiring":[100],"retraining":[101],"imputation.":[103],"The":[104],"use":[105],"tree-based":[107],"shallow":[108],"learners":[109],"makes":[110],"the":[111],"well":[113],"suited":[114],"deployment":[116],"resource-constrained":[118],"devices.":[119],"Future":[120],"work":[121],"will":[122],"explore":[123],"dynamic":[124],"adaptation":[125],"cross-task":[127],"generalization.":[128]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-12-08T00:00:00"}