{"id":"https://openalex.org/W4200135040","doi":"https://doi.org/10.1109/iscc53001.2021.9631548","title":"Hypertuning GRU Neural Networks for Edge Resource Usage Prediction","display_name":"Hypertuning GRU Neural Networks for Edge Resource Usage Prediction","publication_year":2021,"publication_date":"2021-09-05","ids":{"openalex":"https://openalex.org/W4200135040","doi":"https://doi.org/10.1109/iscc53001.2021.9631548"},"language":"en","primary_location":{"id":"doi:10.1109/iscc53001.2021.9631548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc53001.2021.9631548","pdf_url":null,"source":{"id":"https://openalex.org/S4363605778","display_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 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/A5019325599","display_name":"John Violos","orcid":"https://orcid.org/0000-0003-4219-3915"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"John Violos","raw_affiliation_strings":["National Technical University of Athens,School of Electrical and Computer Engineering,Zografou,Greece","School of Electrical and Computer Engineering, National Technical University of Athens, Zografou, Greece"],"affiliations":[{"raw_affiliation_string":"National Technical University of Athens,School of Electrical and Computer Engineering,Zografou,Greece","institution_ids":["https://openalex.org/I174458059"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Technical University of Athens, Zografou, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017036956","display_name":"Stylianos Tsanakas","orcid":"https://orcid.org/0000-0002-6656-9406"},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Stylianos Tsanakas","raw_affiliation_strings":["National Technical University of Athens,School of Electrical and Computer Engineering,Zografou,Greece","School of Electrical and Computer Engineering, National Technical University of Athens, Zografou, Greece"],"affiliations":[{"raw_affiliation_string":"National Technical University of Athens,School of Electrical and Computer Engineering,Zografou,Greece","institution_ids":["https://openalex.org/I174458059"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Technical University of Athens, Zografou, Greece","institution_ids":["https://openalex.org/I174458059"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044145158","display_name":"\u0398\u03b5\u03cc\u03b4\u03c9\u03c1\u03bf\u03c2 \u0398\u03b5\u03bf\u03b4\u03c9\u03c1\u03cc\u03c0\u03bf\u03c5\u03bb\u03bf\u03c2","orcid":"https://orcid.org/0000-0002-4618-4891"},"institutions":[{"id":"https://openalex.org/I32762134","display_name":"Harokopio University of Athens","ror":"https://ror.org/02k5gp281","country_code":"GR","type":"education","lineage":["https://openalex.org/I32762134"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodoros Theodoropoulos","raw_affiliation_strings":["Harokopio University of Athens,Dept. of Informatics and Telematics,Tavros,Greece"],"affiliations":[{"raw_affiliation_string":"Harokopio University of Athens,Dept. of Informatics and Telematics,Tavros,Greece","institution_ids":["https://openalex.org/I32762134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003789929","display_name":"Aris Leivadeas","orcid":"https://orcid.org/0000-0002-2996-6824"},"institutions":[{"id":"https://openalex.org/I285663978","display_name":"Weatherford College","ror":"https://ror.org/02xwsbr93","country_code":"US","type":"education","lineage":["https://openalex.org/I285663978"]},{"id":"https://openalex.org/I4210117989","display_name":"Direction de la Recherche Technologique","ror":"https://ror.org/02ggzyd20","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I4210117989"]},{"id":"https://openalex.org/I9736820","display_name":"\u00c9cole de Technologie Sup\u00e9rieure","ror":"https://ror.org/0020snb74","country_code":"CA","type":"education","lineage":["https://openalex.org/I49663120","https://openalex.org/I9736820"]}],"countries":["CA","FR","US"],"is_corresponding":false,"raw_author_name":"Aris Leivadeas","raw_affiliation_strings":["&#x00C9;cole de technologie sup&#x00E9;rieure,Department of Software and IT Engineering,Montreal,Canada","cole de technologie sup&#x00E9","&#x00C9"],"affiliations":[{"raw_affiliation_string":"&#x00C9;cole de technologie sup&#x00E9;rieure,Department of Software and IT Engineering,Montreal,Canada","institution_ids":["https://openalex.org/I9736820"]},{"raw_affiliation_string":"cole de technologie sup&#x00E9","institution_ids":["https://openalex.org/I4210117989"]},{"raw_affiliation_string":"&#x00C9","institution_ids":["https://openalex.org/I285663978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021420035","display_name":"Konstantinos Tserpes","orcid":"https://orcid.org/0000-0001-5183-1443"},"institutions":[{"id":"https://openalex.org/I32762134","display_name":"Harokopio University of Athens","ror":"https://ror.org/02k5gp281","country_code":"GR","type":"education","lineage":["https://openalex.org/I32762134"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Konstantinos Tserpes","raw_affiliation_strings":["Harokopio University of Athens,Dept. of Informatics and Telematics,Tavros,Greece"],"affiliations":[{"raw_affiliation_string":"Harokopio University of Athens,Dept. of Informatics and Telematics,Tavros,Greece","institution_ids":["https://openalex.org/I32762134"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089215627","display_name":"Theodora Varvarigou","orcid":null},"institutions":[{"id":"https://openalex.org/I174458059","display_name":"National Technical University of Athens","ror":"https://ror.org/03cx6bg69","country_code":"GR","type":"education","lineage":["https://openalex.org/I174458059"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Theodora Varvarigou","raw_affiliation_strings":["National Technical University of Athens,School of Electrical and Computer Engineering,Zografou,Greece","School of Electrical and Computer Engineering, National Technical University of Athens, Zografou, Greece"],"affiliations":[{"raw_affiliation_string":"National Technical University of Athens,School of Electrical and Computer Engineering,Zografou,Greece","institution_ids":["https://openalex.org/I174458059"]},{"raw_affiliation_string":"School of Electrical and Computer Engineering, National Technical University of Athens, Zografou, Greece","institution_ids":["https://openalex.org/I174458059"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5019325599"],"corresponding_institution_ids":["https://openalex.org/I174458059"],"apc_list":null,"apc_paid":null,"fwci":1.54,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.79845733,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9994000196456909,"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":0.9994000196456909,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9851999878883362,"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"}},{"id":"https://openalex.org/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental 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":0.8204624652862549},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7429826259613037},{"id":"https://openalex.org/keywords/orchestration","display_name":"Orchestration","score":0.6262516379356384},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.6064758896827698},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6060645580291748},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5258753299713135},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.5125851035118103},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4935051202774048},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4747336804866791},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.43345680832862854},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43258368968963623},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42671746015548706},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42500850558280945},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.379023015499115},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.16676577925682068}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8204624652862549},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7429826259613037},{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.6262516379356384},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.6064758896827698},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6060645580291748},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5258753299713135},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.5125851035118103},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4935051202774048},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4747336804866791},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.43345680832862854},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43258368968963623},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42671746015548706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42500850558280945},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.379023015499115},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.16676577925682068},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/iscc53001.2021.9631548","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc53001.2021.9631548","pdf_url":null,"source":{"id":"https://openalex.org/S4363605778","display_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"},{"id":"pmh:oai:espace2.etsmtl.ca:24001","is_oa":false,"landing_page_url":"https://espace2.etsmtl.ca/id/eprint/24001/","pdf_url":null,"source":{"id":"https://openalex.org/S4306402392","display_name":"Espace \u00c9TS (ETS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1341030882","host_organization_name":"Educational Testing Service","host_organization_lineage":["https://openalex.org/I1341030882"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Compte rendu de conf\u00e9rence"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1924770834","https://openalex.org/W2181523240","https://openalex.org/W2295598076","https://openalex.org/W2768475350","https://openalex.org/W2800817893","https://openalex.org/W2801889078","https://openalex.org/W2899154025","https://openalex.org/W2915771847","https://openalex.org/W2937388225","https://openalex.org/W2944437636","https://openalex.org/W2945790622","https://openalex.org/W2969644839","https://openalex.org/W2992296379","https://openalex.org/W3003577920","https://openalex.org/W3011655242","https://openalex.org/W3023591328","https://openalex.org/W3111906256","https://openalex.org/W4244442967","https://openalex.org/W4289761856"],"related_works":["https://openalex.org/W4383749321","https://openalex.org/W1544908136","https://openalex.org/W2949029701","https://openalex.org/W2908872910","https://openalex.org/W4310007332","https://openalex.org/W4283830084","https://openalex.org/W4285066200","https://openalex.org/W4366220764","https://openalex.org/W4385957992","https://openalex.org/W3112524571"],"abstract_inverted_index":{"The":[0,29,67,109],"proliferation":[1],"of":[2,4,15,38,94,106,124,133],"Internet":[3],"Things":[5],"(IoT)":[6],"and":[7,44,75,119,135],"edge":[8,17,68],"devices":[9],"constitute":[10],"important":[11],"an":[12],"efficient":[13],"orchestration":[14],"the":[16,21,83,95,104,125],"computing":[18,69],"infrastructures,":[19],"calling":[20],"providers":[22],"to":[23,81,101,102],"rethink":[24],"their":[25],"decision":[26],"making":[27],"methods.":[28],"resource":[30,42,64,96,111],"usage":[31,65,97,112],"prediction":[32,113],"can":[33],"be":[34],"a":[35,52],"prominent":[36],"source":[37],"information":[39],"for":[40,91],"adaptive":[41],"allocation":[43],"task":[45],"offloading.":[46],"In":[47],"this":[48],"research,":[49],"we":[50],"propose":[51,82],"Gated":[53],"Recurrent":[54],"Neural":[55],"Network":[56],"multi-output":[57],"regression":[58],"model":[59],"that":[60],"leverage":[61],"time":[62],"series":[63],"metrics.":[66],"infrastructures":[70],"are":[71],"characterized":[72],"as":[73],"dynamical":[74],"heterogeneous":[76],"environments.":[77],"This":[78],"motivated":[79],"us":[80],"innovative":[84],"Hybrid":[85],"Bayesian":[86],"Evolutionary":[87],"Strategy":[88],"(HBES)":[89],"algorithm":[90],"automated":[92],"adaptation":[93],"models":[98],"in":[99,131],"order":[100],"enhance":[103],"generality":[105],"our":[107],"approach.":[108],"proposed":[110],"mechanism":[114],"has":[115],"been":[116],"experimentally":[117],"evaluated":[118],"compared":[120],"with":[121,128],"other":[122],"state":[123],"art":[126],"methods":[127],"significant":[129],"improvements":[130],"terms":[132],"RMSE":[134],"MAE.":[136]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
