{"id":"https://openalex.org/W2896070538","doi":"https://doi.org/10.1109/icccn.2018.8487352","title":"Task Scheduling with Optimized Transmission Time in Collaborative Cloud-Edge Learning","display_name":"Task Scheduling with Optimized Transmission Time in Collaborative Cloud-Edge Learning","publication_year":2018,"publication_date":"2018-07-01","ids":{"openalex":"https://openalex.org/W2896070538","doi":"https://doi.org/10.1109/icccn.2018.8487352","mag":"2896070538"},"language":"en","primary_location":{"id":"doi:10.1109/icccn.2018.8487352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn.2018.8487352","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 27th International Conference on Computer Communication and Networks (ICCCN)","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/A5029984357","display_name":"Yutao Huang","orcid":"https://orcid.org/0000-0003-3707-8971"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yutao Huang","raw_affiliation_strings":["School of Computing Science, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computing Science, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000882682","display_name":"Yifei Zhu","orcid":"https://orcid.org/0000-0003-4352-6507"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yifei Zhu","raw_affiliation_strings":["School of Computing Science, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computing Science, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008437864","display_name":"Xiaoyi Fan","orcid":"https://orcid.org/0000-0002-1706-5957"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiaoyi Fan","raw_affiliation_strings":["School of Computing Science, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computing Science, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101637757","display_name":"Xiaoqiang Ma","orcid":"https://orcid.org/0000-0001-9987-0329"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiaoqiang Ma","raw_affiliation_strings":["School of Computing Science, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computing Science, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101686970","display_name":"Fangxin Wang","orcid":"https://orcid.org/0000-0003-2559-045X"},"institutions":[{"id":"https://openalex.org/I18014758","display_name":"Simon Fraser University","ror":"https://ror.org/0213rcc28","country_code":"CA","type":"education","lineage":["https://openalex.org/I18014758"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Fangxin Wang","raw_affiliation_strings":["School of Computing Science, Simon Fraser University, Canada"],"affiliations":[{"raw_affiliation_string":"School of Computing Science, Simon Fraser University, Canada","institution_ids":["https://openalex.org/I18014758"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039311485","display_name":"Jiangchuan Liu","orcid":"https://orcid.org/0000-0001-6592-1984"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangchuan Liu","raw_affiliation_strings":["School of Electronic Information and Communications, Huazhong University of Science and Technology, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communications, Huazhong University of Science and Technology, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100441364","display_name":"Ziyi Wang","orcid":"https://orcid.org/0000-0001-8174-0593"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziyi Wang","raw_affiliation_strings":["Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091090025","display_name":"Yong Cui","orcid":"https://orcid.org/0000-0002-5171-739X"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Cui","raw_affiliation_strings":["Department of Computer Science and Technology, Tsinghua University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5029984357"],"corresponding_institution_ids":["https://openalex.org/I18014758"],"apc_list":null,"apc_paid":null,"fwci":2.9525,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.91965598,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994999766349792,"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":0.9994999766349792,"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/T10270","display_name":"Blockchain Technology Applications and Security","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9923999905586243,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8082907199859619},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7524648904800415},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.7118252515792847},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6090814471244812},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.5791382193565369},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5784165263175964},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5680983066558838},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.533530592918396},{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.5061461329460144},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42973387241363525},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4257073402404785},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.36795535683631897},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.362021803855896},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.32018476724624634},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.24237966537475586},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.13012060523033142},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10467296838760376},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.08953696489334106}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8082907199859619},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7524648904800415},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7118252515792847},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6090814471244812},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.5791382193565369},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5784165263175964},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5680983066558838},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.533530592918396},{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.5061461329460144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42973387241363525},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4257073402404785},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.36795535683631897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.362021803855896},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.32018476724624634},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.24237966537475586},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.13012060523033142},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10467296838760376},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.08953696489334106},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.0},{"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/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccn.2018.8487352","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icccn.2018.8487352","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 27th International Conference on Computer Communication and Networks (ICCCN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W21862733","https://openalex.org/W1595535199","https://openalex.org/W1902934009","https://openalex.org/W1987800947","https://openalex.org/W2076063813","https://openalex.org/W2105103777","https://openalex.org/W2195423816","https://openalex.org/W2468875367","https://openalex.org/W2496080211","https://openalex.org/W2547727199","https://openalex.org/W2560645261","https://openalex.org/W2605258629","https://openalex.org/W2725001169","https://openalex.org/W2735233524","https://openalex.org/W2735890942","https://openalex.org/W2735929567","https://openalex.org/W2736071714","https://openalex.org/W2762456226","https://openalex.org/W2793925626","https://openalex.org/W2962677625","https://openalex.org/W2962788286","https://openalex.org/W2962883027","https://openalex.org/W2963114950","https://openalex.org/W2994602700","https://openalex.org/W6639703010","https://openalex.org/W6647320813"],"related_works":["https://openalex.org/W2895982276","https://openalex.org/W2039885954","https://openalex.org/W4324372666","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4386004629","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"Deep":[0],"learning":[1,36,48,94,149],"has":[2],"been":[3],"applied":[4],"in":[5,10,50,168],"many":[6],"recent":[7],"advanced":[8],"applications":[9,19],"the":[11,83,87,91,110,114,117,121,127],"field":[12],"of":[13,46,69,116,123],"transportation,":[14],"finance":[15],"and":[16,24,66,85,108],"medicine.":[17],"These":[18],"require":[20],"significant":[21],"computation":[22],"resources":[23],"large-scale":[25],"training":[26,72],"samples.":[27],"Cloud":[28],"becomes":[29],"a":[30,98,138],"natural":[31],"choice":[32],"for":[33,58,71,142],"conducting":[34],"these":[35],"tasks":[37],"due":[38],"to":[39,62,73,96,101,162,165],"its":[40,64,75],"abundant":[41],"resources.":[42],"However,":[43],"deeper":[44],"penetration":[45],"deep":[47],"techniques":[49],"mission":[51],"critical":[52],"applications,":[53],"like":[54],"driverless":[55],"car,":[56],"calls":[57],"stricter":[59],"time":[60,105,146],"requirement":[61],"guarantee":[63,74],"interaction":[65],"larger":[67],"amount":[68],"dataset":[70],"accuracy,":[76],"which":[77,147,159],"cannot":[78],"be":[79,97],"easily":[80],"satisfied":[81],"by":[82,106],"cloud":[84],"makes":[86],"network":[88],"transmission":[89,104,145],"become":[90],"bottleneck.":[92],"Edge":[93],"emerges":[95],"promising":[99],"direction":[100],"reduce":[102],"data":[103,112],"processing":[107],"compressing":[109],"raw":[111],"at":[113,126],"edge":[115],"network,":[118],"while":[119],"brings":[120],"concern":[122],"accuracy":[124,150],"reduction":[125,167],"meantime.":[128],"To":[129],"balance":[130],"this":[131],"tradeoff":[132],"under":[133],"cloud-edge":[134],"architecture,":[135],"we":[136],"study":[137],"task":[139],"scheduling":[140,157],"problem":[141],"reducing":[143],"weighted":[144],"takes":[148],"into":[151],"consideration.":[152],"We":[153],"also":[154],"propose":[155],"efficient":[156],"algorithms":[158],"are":[160],"able":[161],"achieve":[163],"up":[164],"50%":[166],"makespan":[169],"with":[170],"extensive":[171],"trace-driven":[172],"simulations.":[173]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
