{"id":"https://openalex.org/W4388426020","doi":"https://doi.org/10.1109/dsaa60987.2023.10302601","title":"Practical Insights on Incremental Learning of New Human Physical Activity on the Edge","display_name":"Practical Insights on Incremental Learning of New Human Physical Activity on the Edge","publication_year":2023,"publication_date":"2023-10-09","ids":{"openalex":"https://openalex.org/W4388426020","doi":"https://doi.org/10.1109/dsaa60987.2023.10302601"},"language":"en","primary_location":{"id":"doi:10.1109/dsaa60987.2023.10302601","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/dsaa60987.2023.10302601","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA)","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/A5017969844","display_name":"George Arvanitakis","orcid":"https://orcid.org/0000-0003-2414-6891"},"institutions":[{"id":"https://openalex.org/I4210087059","display_name":"Technology Innovation Institute","ror":"https://ror.org/001kv2y39","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210087059"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"George Arvanitakis","raw_affiliation_strings":["Technology Innovation Institute,Abu Dhabi,UAE","Technology Innovation Institute, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Institute,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210087059"]},{"raw_affiliation_string":"Technology Innovation Institute, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210087059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029177503","display_name":"Jingwei Zuo","orcid":"https://orcid.org/0000-0002-3251-6939"},"institutions":[{"id":"https://openalex.org/I4210087059","display_name":"Technology Innovation Institute","ror":"https://ror.org/001kv2y39","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210087059"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Jingwei Zuo","raw_affiliation_strings":["Technology Innovation Institute,Abu Dhabi,UAE","Technology Innovation Institute, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Institute,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210087059"]},{"raw_affiliation_string":"Technology Innovation Institute, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210087059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019448525","display_name":"Mthandazo Ndhlovu","orcid":"https://orcid.org/0000-0003-0474-9548"},"institutions":[{"id":"https://openalex.org/I4210087059","display_name":"Technology Innovation Institute","ror":"https://ror.org/001kv2y39","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210087059"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mthandazo Ndhlovu","raw_affiliation_strings":["Technology Innovation Institute,Abu Dhabi,UAE","Technology Innovation Institute, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Institute,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210087059"]},{"raw_affiliation_string":"Technology Innovation Institute, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210087059"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013316111","display_name":"Hakim Hacid","orcid":"https://orcid.org/0000-0003-2265-9343"},"institutions":[{"id":"https://openalex.org/I4210087059","display_name":"Technology Innovation Institute","ror":"https://ror.org/001kv2y39","country_code":"AE","type":"facility","lineage":["https://openalex.org/I4210087059"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hakim Hacid","raw_affiliation_strings":["Technology Innovation Institute,Abu Dhabi,UAE","Technology Innovation Institute, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Technology Innovation Institute,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I4210087059"]},{"raw_affiliation_string":"Technology Innovation Institute, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I4210087059"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5017969844"],"corresponding_institution_ids":["https://openalex.org/I4210087059"],"apc_list":null,"apc_paid":null,"fwci":0.1228,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43321802,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"33","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9954000115394592,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9478999972343445,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.7731984853744507},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7408075332641602},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.710254967212677},{"id":"https://openalex.org/keywords/interdependence","display_name":"Interdependence","score":0.5811150670051575},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5650025010108948},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5164058804512024},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.4342975318431854},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4243192672729492},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4040299654006958},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3926520049571991},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3716723322868347},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.09761467576026917}],"concepts":[{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.7731984853744507},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7408075332641602},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.710254967212677},{"id":"https://openalex.org/C185874996","wikidata":"https://www.wikidata.org/wiki/Q269699","display_name":"Interdependence","level":2,"score":0.5811150670051575},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5650025010108948},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5164058804512024},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.4342975318431854},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4243192672729492},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4040299654006958},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3926520049571991},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3716723322868347},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.09761467576026917},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dsaa60987.2023.10302601","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/dsaa60987.2023.10302601","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 10th International Conference on Data Science and Advanced Analytics (DSAA)","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":17,"referenced_works":["https://openalex.org/W2805467605","https://openalex.org/W2883766876","https://openalex.org/W2896375043","https://openalex.org/W2955189540","https://openalex.org/W2966086598","https://openalex.org/W3004964675","https://openalex.org/W3016856208","https://openalex.org/W3032282059","https://openalex.org/W3091905774","https://openalex.org/W3158825252","https://openalex.org/W3159825216","https://openalex.org/W4287812705","https://openalex.org/W4321472221","https://openalex.org/W6776700526","https://openalex.org/W6778700274","https://openalex.org/W6783596713","https://openalex.org/W6850615327"],"related_works":["https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313339048","https://openalex.org/W4313526662","https://openalex.org/W3111395152","https://openalex.org/W4386004629","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Edge":[0,68,111],"Machine":[1],"Learning":[2],"(Edge":[3],"ML),":[4],"which":[5],"shifts":[6],"computational":[7,72],"intelligence":[8],"from":[9,99],"cloud-based":[10],"systems":[11],"to":[12,20],"edge":[13],"devices,":[14,69],"is":[15],"attracting":[16],"significant":[17],"interest":[18],"due":[19],"its":[21],"evident":[22],"benefits":[23],"including":[24],"reduced":[25],"latency,":[26],"enhanced":[27],"data":[28,65,97],"privacy,":[29],"and":[30,76,106],"decreased":[31],"connectivity":[32],"reliance.":[33],"While":[34],"these":[35,104],"advantages":[36],"are":[37],"compelling,":[38],"they":[39],"introduce":[40],"unique":[41],"challenges":[42,105],"absent":[43],"in":[44],"traditional":[45],"cloudbased":[46],"approaches.":[47],"In":[48],"this":[49],"paper,":[50],"we":[51,102],"delve":[52],"into":[53],"the":[54,60,78],"intricacies":[55],"of":[56,80],"Edge-based":[57],"learning,":[58],"examining":[59],"interdependencies":[61],"among:":[62],"(i)":[63],"constrained":[64],"storage":[66],"on":[67,92,110],"(ii)":[70],"limited":[71],"power":[73],"for":[74],"training,":[75],"(iii)":[77],"number":[79],"learning":[81,93],"classes.":[82],"Through":[83],"experiments":[84],"conducted":[85],"using":[86],"our":[87],"MAGNETO":[88],"system,":[89],"that":[90],"focused":[91],"human":[94],"activities":[95],"via":[96],"collected":[98],"mobile":[100],"sensors,":[101],"highlight":[103],"offer":[107],"valuable":[108],"perspectives":[109],"ML.":[112]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-25T23:11:45.687758","created_date":"2025-10-10T00:00:00"}
