{"id":"https://openalex.org/W3003406633","doi":"https://doi.org/10.1109/iscc47284.2019.8969594","title":"Joint Communication and Computing Optimization for Hierarchical Machine Learning Tasks Distribution","display_name":"Joint Communication and Computing Optimization for Hierarchical Machine Learning Tasks Distribution","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W3003406633","doi":"https://doi.org/10.1109/iscc47284.2019.8969594","mag":"3003406633"},"language":"en","primary_location":{"id":"doi:10.1109/iscc47284.2019.8969594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc47284.2019.8969594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Symposium on Computers and Communications (ISCC)","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/A5028362101","display_name":"Bo Yang","orcid":"https://orcid.org/0000-0002-6275-8904"},"institutions":[{"id":"https://openalex.org/I173268674","display_name":"Texas A&M University System","ror":"https://ror.org/0034eay46","country_code":"US","type":"education","lineage":["https://openalex.org/I173268674"]},{"id":"https://openalex.org/I250520410","display_name":"Prairie View A&M University","ror":"https://ror.org/0449kf092","country_code":"US","type":"education","lineage":["https://openalex.org/I250520410"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Bo Yang","raw_affiliation_strings":["Department of Electrical and Computer Engineering and CREDIT Center, Prairie View A&M University, Texas A&M University System, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering and CREDIT Center, Prairie View A&M University, Texas A&M University System, USA","institution_ids":["https://openalex.org/I250520410","https://openalex.org/I173268674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100645992","display_name":"Xuelin Cao","orcid":"https://orcid.org/0000-0002-6221-0754"},"institutions":[{"id":"https://openalex.org/I44461941","display_name":"University of Houston","ror":"https://ror.org/048sx0r50","country_code":"US","type":"education","lineage":["https://openalex.org/I44461941"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xuelin Cao","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Houston, Houston, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Houston, Houston, USA","institution_ids":["https://openalex.org/I44461941"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063982441","display_name":"Xiangfang Li","orcid":"https://orcid.org/0000-0003-0334-4733"},"institutions":[{"id":"https://openalex.org/I173268674","display_name":"Texas A&M University System","ror":"https://ror.org/0034eay46","country_code":"US","type":"education","lineage":["https://openalex.org/I173268674"]},{"id":"https://openalex.org/I250520410","display_name":"Prairie View A&M University","ror":"https://ror.org/0449kf092","country_code":"US","type":"education","lineage":["https://openalex.org/I250520410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiangfang Li","raw_affiliation_strings":["Department of Electrical and Computer Engineering and CREDIT Center, Prairie View A&M University, Texas A&M University System, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering and CREDIT Center, Prairie View A&M University, Texas A&M University System, USA","institution_ids":["https://openalex.org/I250520410","https://openalex.org/I173268674"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054814620","display_name":"Timothy Kroecker","orcid":null},"institutions":[{"id":"https://openalex.org/I1280414376","display_name":"United States Air Force Research Laboratory","ror":"https://ror.org/02e2egq70","country_code":"US","type":"facility","lineage":["https://openalex.org/I1280414376","https://openalex.org/I1330347796","https://openalex.org/I4210102105","https://openalex.org/I4389425425"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy Kroecker","raw_affiliation_strings":["US Air Force Research Laboratory (AFRL), Rome, NY, USA"],"affiliations":[{"raw_affiliation_string":"US Air Force Research Laboratory (AFRL), Rome, NY, USA","institution_ids":["https://openalex.org/I1280414376"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085031765","display_name":"Lijun Qian","orcid":"https://orcid.org/0000-0003-1577-3359"},"institutions":[{"id":"https://openalex.org/I173268674","display_name":"Texas A&M University System","ror":"https://ror.org/0034eay46","country_code":"US","type":"education","lineage":["https://openalex.org/I173268674"]},{"id":"https://openalex.org/I250520410","display_name":"Prairie View A&M University","ror":"https://ror.org/0449kf092","country_code":"US","type":"education","lineage":["https://openalex.org/I250520410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lijun Qian","raw_affiliation_strings":["Department of Electrical and Computer Engineering and CREDIT Center, Prairie View A&M University, Texas A&M University System, USA"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering and CREDIT Center, Prairie View A&M University, Texas A&M University System, USA","institution_ids":["https://openalex.org/I250520410","https://openalex.org/I173268674"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5028362101"],"corresponding_institution_ids":["https://openalex.org/I173268674","https://openalex.org/I250520410"],"apc_list":null,"apc_paid":null,"fwci":0.5305,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.70759706,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9987999796867371,"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":0.9987999796867371,"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/T13553","display_name":"Age of Information Optimization","score":0.995199978351593,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9932000041007996,"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":0.8278682231903076},{"id":"https://openalex.org/keywords/mobile-edge-computing","display_name":"Mobile edge computing","score":0.6554630994796753},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5794824361801147},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5366588830947876},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.489329993724823},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.48861223459243774},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.45437145233154297},{"id":"https://openalex.org/keywords/optimization-problem","display_name":"Optimization problem","score":0.45126983523368835},{"id":"https://openalex.org/keywords/piecewise","display_name":"Piecewise","score":0.4264368414878845},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3566766381263733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33320462703704834},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.28022074699401855},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.19421538710594177}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8278682231903076},{"id":"https://openalex.org/C2776061582","wikidata":"https://www.wikidata.org/wiki/Q25325231","display_name":"Mobile edge computing","level":3,"score":0.6554630994796753},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5794824361801147},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5366588830947876},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.489329993724823},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.48861223459243774},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.45437145233154297},{"id":"https://openalex.org/C137836250","wikidata":"https://www.wikidata.org/wiki/Q984063","display_name":"Optimization problem","level":2,"score":0.45126983523368835},{"id":"https://openalex.org/C164660894","wikidata":"https://www.wikidata.org/wiki/Q2037833","display_name":"Piecewise","level":2,"score":0.4264368414878845},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3566766381263733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33320462703704834},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.28022074699401855},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19421538710594177},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc47284.2019.8969594","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc47284.2019.8969594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.7699999809265137,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1922937245","https://openalex.org/W2615459164","https://openalex.org/W2764155154","https://openalex.org/W2777180355","https://openalex.org/W2782912585","https://openalex.org/W2791056945","https://openalex.org/W2829445142","https://openalex.org/W2887959317","https://openalex.org/W2962883027","https://openalex.org/W2962911728","https://openalex.org/W2963318068","https://openalex.org/W6745580566"],"related_works":["https://openalex.org/W3046945740","https://openalex.org/W3011299664","https://openalex.org/W3189051491","https://openalex.org/W4322731944","https://openalex.org/W4360996574","https://openalex.org/W4296473016","https://openalex.org/W3009325463","https://openalex.org/W3130076268","https://openalex.org/W2356889451","https://openalex.org/W3005555049"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"a":[3,27,48,55,70],"joint":[4],"latency":[5,80],"and":[6,81,98],"energy":[7],"minimization":[8],"problem":[9,74],"is":[10,92,106],"considered":[11],"for":[12,95],"hierarchical":[13],"machine":[14],"learning":[15],"tasks":[16,46,89],"distribution":[17],"(HMLTD)":[18],"with":[19,36],"mobile":[20,33],"edge":[21],"computing":[22],"(MEC).":[23],"Firstly,":[24],"we":[25,64],"propose":[26],"MEC":[28,50],"based":[29],"HMLTD":[30],"framework":[31],"enabling":[32],"devices":[34],"embedded":[35],"shallow":[37],"neural":[38,59],"network":[39,60],"(SNN)":[40],"model":[41],"to":[42,47,75,116,130],"offload":[43],"latency-sensitive":[44],"computing-intensive":[45],"nearby":[49],"server":[51],"(MES),":[52],"which":[53],"has":[54],"more":[56],"powerful":[57],"deep":[58],"(DNN)":[61],"model.":[62],"Then,":[63],"formulate":[65],"the":[66,77,87,118,122,133,138],"offloading":[67,103,135],"strategy":[68,91,104],"as":[69],"piecewise":[71],"convex":[72],"optimization":[73],"minimize":[76],"weighted-sum":[78],"of":[79,86,110],"energy.":[82],"A":[83],"closed-form":[84],"solution":[85],"optimal":[88,101],"partition":[90,124],"derived":[93],"analytically":[94],"different":[96],"scenarios,":[97],"then":[99],"an":[100],"partial":[102],"(OPOS)":[105],"proposed.":[107],"As":[108],"proof":[109],"concept,":[111],"some":[112],"insights":[113],"are":[114,128],"gained":[115],"demonstrate":[117],"key":[119],"parameters":[120],"affecting":[121],"task":[123],"strategy.":[125],"Numerical":[126],"results":[127],"given":[129],"illustrate":[131],"that":[132],"proposed":[134],"scheme":[136],"outperforms":[137],"baseline":[139],"scheme.":[140]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
