{"id":"https://openalex.org/W2949611323","doi":"https://doi.org/10.1109/percomw.2019.8730873","title":"AI on the Move: From On-Device to On-Multi-Device","display_name":"AI on the Move: From On-Device to On-Multi-Device","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2949611323","doi":"https://doi.org/10.1109/percomw.2019.8730873","mag":"2949611323"},"language":"en","primary_location":{"id":"doi:10.1109/percomw.2019.8730873","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2019.8730873","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10138/310793","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080043050","display_name":"Huber Flores","orcid":"https://orcid.org/0000-0003-4551-629X"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Huber Flores","raw_affiliation_strings":["University of Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066542585","display_name":"Petteri Nurmi","orcid":"https://orcid.org/0000-0001-8262-6434"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]},{"id":"https://openalex.org/I67415387","display_name":"Lancaster University","ror":"https://ror.org/04f2nsd36","country_code":"GB","type":"education","lineage":["https://openalex.org/I67415387"]}],"countries":["FI","GB"],"is_corresponding":false,"raw_author_name":"Petteri Nurmi","raw_affiliation_strings":["Lancaster University, UK, University of Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lancaster University, UK, University of Helsinki, Finland","institution_ids":["https://openalex.org/I67415387","https://openalex.org/I133731052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029925982","display_name":"Pan Hui","orcid":"https://orcid.org/0000-0002-0848-2599"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]},{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["FI","HK"],"is_corresponding":false,"raw_author_name":"Pan Hui","raw_affiliation_strings":["HKUST, Hong Kong, University of Helsinki, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HKUST, Hong Kong, University of Helsinki, Finland","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I133731052","https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"16","issue":null,"first_page":"310","last_page":"315"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9998000264167786,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9951000213623047,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8052048683166504},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.6993672847747803},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.682749330997467},{"id":"https://openalex.org/keywords/complement","display_name":"Complement (music)","score":0.5989521741867065},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5795196294784546},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5696448087692261},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.5587149858474731},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5254135131835938},{"id":"https://openalex.org/keywords/mobile-device","display_name":"Mobile device","score":0.5081231594085693},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.45842117071151733},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44028475880622864},{"id":"https://openalex.org/keywords/smart-device","display_name":"Smart device","score":0.43923449516296387},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.4368040859699249},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.4327234625816345},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43000873923301697},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.4136390686035156},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.2671523094177246},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2641640305519104},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2561658024787903},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15056359767913818},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14193859696388245},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12930375337600708}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8052048683166504},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.6993672847747803},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.682749330997467},{"id":"https://openalex.org/C112313634","wikidata":"https://www.wikidata.org/wiki/Q7886648","display_name":"Complement (music)","level":5,"score":0.5989521741867065},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5795196294784546},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5696448087692261},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.5587149858474731},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5254135131835938},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.5081231594085693},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.45842117071151733},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44028475880622864},{"id":"https://openalex.org/C2776898695","wikidata":"https://www.wikidata.org/wiki/Q11253473","display_name":"Smart device","level":2,"score":0.43923449516296387},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.4368040859699249},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.4327234625816345},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43000873923301697},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.4136390686035156},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2671523094177246},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2641640305519104},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2561658024787903},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15056359767913818},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14193859696388245},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12930375337600708},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C188082640","wikidata":"https://www.wikidata.org/wiki/Q1780899","display_name":"Complementation","level":4,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/percomw.2019.8730873","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2019.8730873","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.lancs.ac.uk:135443","is_oa":false,"landing_page_url":"https://eprints.lancs.ac.uk/id/eprint/135443/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401916","display_name":"Lancaster EPrints (Lancaster University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67415387","host_organization_name":"Lancaster University","host_organization_lineage":["https://openalex.org/I67415387"],"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":"Contribution in Book/Report/Proceedings"},{"id":"pmh:oai:helda.helsinki.fi:10138/310793","is_oa":true,"landing_page_url":"http://hdl.handle.net/10138/310793","pdf_url":null,"source":{"id":"https://openalex.org/S4210213322","display_name":"Ty\u00f6v\u00e4entutkimus Vuosikirja","issn_l":"0784-1272","issn":["0784-1272","1459-7780"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference contribution"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-98983","is_oa":false,"landing_page_url":"http://gateway.isiknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcAuth=LinksAMR&SrcApp=PARTNER_APP&DestLinkType=FullRecord&DestApp=WOS&KeyUT=000476951900056","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"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":"Conference paper"},{"id":"pmh:oai:repository.ust.hk:1783.1-98983","is_oa":false,"landing_page_url":"http://repository.ust.hk/ir/Record/1783.1-98983","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference paper"}],"best_oa_location":{"id":"pmh:oai:helda.helsinki.fi:10138/310793","is_oa":true,"landing_page_url":"http://hdl.handle.net/10138/310793","pdf_url":null,"source":{"id":"https://openalex.org/S4210213322","display_name":"Ty\u00f6v\u00e4entutkimus Vuosikirja","issn_l":"0784-1272","issn":["0784-1272","1459-7780"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference contribution"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321108","display_name":"Academy of Finland","ror":"https://ror.org/05k73zm37"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1539689205","https://openalex.org/W1554192035","https://openalex.org/W1595535199","https://openalex.org/W1971901219","https://openalex.org/W1977295820","https://openalex.org/W1998747964","https://openalex.org/W2006121063","https://openalex.org/W2032094375","https://openalex.org/W2040099976","https://openalex.org/W2052816977","https://openalex.org/W2088692353","https://openalex.org/W2094547360","https://openalex.org/W2098835287","https://openalex.org/W2101788345","https://openalex.org/W2108460112","https://openalex.org/W2119598581","https://openalex.org/W2122744359","https://openalex.org/W2124096593","https://openalex.org/W2135099885","https://openalex.org/W2155367258","https://openalex.org/W2157232743","https://openalex.org/W2158185739","https://openalex.org/W2170239483","https://openalex.org/W2256899642","https://openalex.org/W2297325673","https://openalex.org/W2402144811","https://openalex.org/W2520081825","https://openalex.org/W2528943549","https://openalex.org/W2563686712","https://openalex.org/W2622686679","https://openalex.org/W2770623835","https://openalex.org/W2888500929","https://openalex.org/W2889460647","https://openalex.org/W2897064116","https://openalex.org/W2953384591","https://openalex.org/W2963002955","https://openalex.org/W4206401461","https://openalex.org/W4236853429","https://openalex.org/W6632151979","https://openalex.org/W6633220440","https://openalex.org/W6691954886","https://openalex.org/W6713134421","https://openalex.org/W6745993411"],"related_works":["https://openalex.org/W2790190351","https://openalex.org/W2007382769","https://openalex.org/W2756171776","https://openalex.org/W2752045057","https://openalex.org/W2612437796","https://openalex.org/W2977705381","https://openalex.org/W2971637278","https://openalex.org/W4397002167","https://openalex.org/W2009837250","https://openalex.org/W4322761281"],"abstract_inverted_index":{"On-Device":[0,35,188,218],"AI":[1,219],"is":[2,143,184],"an":[3,133,203,221],"emerging":[4],"paradigm":[5],"that":[6,185],"aims":[7],"to":[8,47,69,174,198,224],"make":[9],"devices":[10,58,85,110,147,170],"more":[11,66],"intelligent,":[12],"autonomous":[13],"and":[14,21,29,52,73,83,104,211],"proactive":[15],"by":[16,163],"equipping":[17],"them":[18],"with":[19,65,87,139,191],"machine":[20],"deep":[22],"learning":[23],"routines":[24],"for":[25],"robust":[26],"decision":[27],"making":[28],"optimal":[30],"execution":[31],"in":[32,122,202],"devices'":[33],"operations.":[34],"intelligence":[36,176],"promises":[37],"the":[38,88,93,96,100,113,123,130,178,209,215],"possibility":[39],"of":[40,44,79,90,95,102,115,132,136,169,187,217],"computing":[41],"huge":[42],"amounts":[43],"data":[45],"close":[46],"its":[48],"source,":[49],"e.g.,":[50],"sensor":[51],"multimedia":[53],"data.":[54],"By":[55],"doing":[56],"so,":[57],"can":[59,111,148,171,195],"complement":[60,199],"their":[61],"counterpart":[62],"cloud":[63],"services":[64,91],"sophisticated":[67],"functionality":[68],"provide":[70],"better":[71],"applications":[72],"services.":[74],"However,":[75],"increased":[76],"computational":[77],"capabilities":[78],"smart":[80],"devices,":[81],"wearables":[82],"IoT":[84],"along":[86],"emergence":[89],"at":[92],"Edge":[94],"network":[97],"are":[98],"driving":[99],"trend":[101],"migrating":[103],"distributing":[105],"computation":[106],"between":[107],"devices.":[108],"Indeed,":[109],"reduce":[112],"burden":[114],"executing":[116],"resource":[117],"intensive":[118],"tasks":[119],"via":[120],"collaborations":[121],"wild.":[124],"While":[125],"several":[126],"work":[127],"has":[128],"shown":[129],"benefits":[131],"opportunistic":[134],"collaboration":[135],"a":[137,152,225],"device":[138],"others,":[140],"not":[141],"much":[142],"known":[144],"regarding":[145],"how":[146,165],"be":[149,172,196],"organized":[150],"as":[151,154],"group":[153,167],"they":[155],"move":[156],"together.":[157],"In":[158],"this":[159],"paper,":[160],"we":[161,207],"contribute":[162],"analyzing":[164],"dynamic":[166,193],"organization":[168],"utilized":[173],"distribute":[175],"on":[177],"moving":[179],"Edge.":[180],"The":[181],"key":[182],"insight":[183],"instead":[186],"solutions":[189],"complementing":[190],"cloud,":[192],"groups":[194],"formed":[197],"each":[200],"other":[201],"On-Multi-Device":[204],"manner.":[205],"Thus,":[206],"highlight":[208],"challenges":[210],"opportunities":[212],"from":[213,220],"extending":[214],"scope":[216],"egocentric":[222],"view":[223],"collaborative,":[226],"multi-device":[227],"view.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
