{"id":"https://openalex.org/W3048965856","doi":"https://doi.org/10.1145/3417297","title":"An Intelligent Edge-centric Queries Allocation Scheme based on Ensemble Models","display_name":"An Intelligent Edge-centric Queries Allocation Scheme based on Ensemble Models","publication_year":2020,"publication_date":"2020-10-15","ids":{"openalex":"https://openalex.org/W3048965856","doi":"https://doi.org/10.1145/3417297","mag":"3048965856"},"language":"en","primary_location":{"id":"doi:10.1145/3417297","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3417297","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3417297","source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet Technology","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3417297","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018495830","display_name":"Kostas Kolomvatsos","orcid":"https://orcid.org/0000-0002-9442-3340"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Kostas Kolomvatsos","raw_affiliation_strings":["University of Thessaly, Lamia, Greece","University of Thessaly,,,Lamia,,Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"University of Thessaly,,,Lamia,,Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001331936","display_name":"Christos Anagnostopoulos","orcid":"https://orcid.org/0000-0003-1517-6757"},"institutions":[{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Christos Anagnostopoulos","raw_affiliation_strings":["University of Glasgow, Glasgow, UK","University of Glasgow, GLASGOW, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Glasgow, Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]},{"raw_affiliation_string":"University of Glasgow, GLASGOW, UK","institution_ids":["https://openalex.org/I7882870"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5018495830"],"corresponding_institution_ids":["https://openalex.org/I145722265"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.12043364,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"4","first_page":"1","last_page":"25"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9969000220298767,"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":0.9969000220298767,"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":0.9904999732971191,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9846000075340271,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8720191121101379},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.6148419380187988},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5641355514526367},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5591558218002319},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5383471250534058},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5094106793403625},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5043679475784302},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.4918355941772461},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.43161600828170776},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.42577800154685974},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4202786684036255},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4133978486061096},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3998848795890808},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3694339394569397},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.23951104283332825},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1946563422679901},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1531127393245697}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8720191121101379},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.6148419380187988},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5641355514526367},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5591558218002319},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5383471250534058},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5094106793403625},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5043679475784302},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4918355941772461},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.43161600828170776},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.42577800154685974},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4202786684036255},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4133978486061096},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3998848795890808},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3694339394569397},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.23951104283332825},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1946563422679901},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1531127393245697},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1145/3417297","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3417297","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3417297","source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet Technology","raw_type":"journal-article"},{"id":"pmh:oai:eprints.gla.ac.uk:222104","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Articles"},{"id":"pmh:oai:arXiv.org:2008.05427","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2008.05427","pdf_url":"https://arxiv.org/pdf/2008.05427","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"mag:3048965856","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2008.05427","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.2008.05427","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2008.05427","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"doi:10.1145/3417297","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3417297","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3417297","source":{"id":"https://openalex.org/S97833917","display_name":"ACM Transactions on Internet Technology","issn_l":"1533-5399","issn":["1533-5399","1557-6051"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Internet Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3048965856.pdf"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W28412257","https://openalex.org/W144657142","https://openalex.org/W1496613919","https://openalex.org/W1500698297","https://openalex.org/W1532325895","https://openalex.org/W1534477342","https://openalex.org/W1588401315","https://openalex.org/W1597529531","https://openalex.org/W1657780964","https://openalex.org/W1765311349","https://openalex.org/W1834532152","https://openalex.org/W1975846642","https://openalex.org/W1988790447","https://openalex.org/W1992837668","https://openalex.org/W2002791618","https://openalex.org/W2010279913","https://openalex.org/W2019033073","https://openalex.org/W2023294425","https://openalex.org/W2030397439","https://openalex.org/W2035543557","https://openalex.org/W2035801804","https://openalex.org/W2045915373","https://openalex.org/W2067885219","https://openalex.org/W2076118331","https://openalex.org/W2076293042","https://openalex.org/W2079269813","https://openalex.org/W2090415144","https://openalex.org/W2101276256","https://openalex.org/W2105266925","https://openalex.org/W2110317924","https://openalex.org/W2125775320","https://openalex.org/W2133864802","https://openalex.org/W2140190241","https://openalex.org/W2140811298","https://openalex.org/W2145385038","https://openalex.org/W2151065878","https://openalex.org/W2155960838","https://openalex.org/W2159515729","https://openalex.org/W2168277846","https://openalex.org/W2185294127","https://openalex.org/W2264408085","https://openalex.org/W2266336423","https://openalex.org/W2309693750","https://openalex.org/W2324200563","https://openalex.org/W2462772403","https://openalex.org/W2481897712","https://openalex.org/W2486745372","https://openalex.org/W2612887981","https://openalex.org/W2639904239","https://openalex.org/W2726937388","https://openalex.org/W2766304518","https://openalex.org/W2770675526","https://openalex.org/W2780927966","https://openalex.org/W2801426799","https://openalex.org/W2808365057","https://openalex.org/W2888944923","https://openalex.org/W2906395668","https://openalex.org/W2912802084","https://openalex.org/W2912934387","https://openalex.org/W2963025983","https://openalex.org/W2985388670","https://openalex.org/W2994169549","https://openalex.org/W3014813097","https://openalex.org/W3021787434","https://openalex.org/W4212883601"],"related_works":["https://openalex.org/W3094251902","https://openalex.org/W2983458643","https://openalex.org/W2999304175","https://openalex.org/W2943463732","https://openalex.org/W2906395668","https://openalex.org/W2905190882","https://openalex.org/W2486745372","https://openalex.org/W2548957007","https://openalex.org/W1439121920","https://openalex.org/W2109038622","https://openalex.org/W2297181929","https://openalex.org/W2473596869","https://openalex.org/W2036002398","https://openalex.org/W2145901054","https://openalex.org/W2020572986","https://openalex.org/W2888123594","https://openalex.org/W1779226441","https://openalex.org/W3045493125","https://openalex.org/W2186610247","https://openalex.org/W2246055011"],"abstract_inverted_index":{"The":[0,165],"combination":[1],"of":[2,4,16,40,46,52,60,85,104,124,172,185,202,216],"Internet":[3],"Things":[5],"(IoT)":[6],"and":[7,117,130,155,194,204,214],"Edge":[8],"Computing":[9],"(EC)":[10],"can":[11,34,70],"assist":[12],"in":[13,30,73,82,142],"the":[14,31,44,50,58,74,80,83,98,102,107,122,134,163,183,186,195,212,217],"delivery":[15],"novel":[17],"applications":[18],"that":[19,96,175],"will":[20,176],"facilitate":[21],"end-users\u2019":[22],"activities.":[23],"Data":[24],"collected":[25],"by":[26,64],"numerous":[27],"devices":[28],"present":[29],"IoT":[32],"infrastructure":[33],"be":[35,71],"hosted":[36],"into":[37],"a":[38,92,125,170,199,205],"set":[39,201],"EC":[41,76,109,173],"nodes":[42,77,131,174],"becoming":[43],"subject":[45],"processing":[47,159],"tasks":[48],"for":[49,101,137],"provision":[51,84],"analytics.":[53],"Analytics":[54],"are":[55],"derived":[56],"as":[57],"result":[59,169],"various":[61],"queries":[62,69,105,129],"defined":[63],"end-users":[65],"or":[66],"applications.":[67],"Such":[68],"executed":[72],"available":[75],"to":[78,106,161,168],"limit":[79],"latency":[81],"responses.":[86],"In":[87],"this":[88],"article,":[89],"we":[90,189,208],"propose":[91],"meta-ensemble":[93,144],"learning":[94,112],"scheme":[95],"supports":[97],"decision":[99],"making":[100],"allocation":[103],"appropriate":[108],"nodes.":[110],"Our":[111],"model":[113],"decides":[114],"over":[115],"queries\u2019":[116],"nodes\u2019":[118],"characteristics.":[119],"We":[120,146],"provide":[121],"description":[123,184],"matching":[126],"process":[127],"between":[128],"after":[132],"concluding":[133],"contextual":[135],"information":[136],"each":[138,178],"envisioned":[139],"characteristic":[140],"adopted":[141],"our":[143],"scheme.":[145,219],"rely":[147],"on":[148,191],"widely":[149],"known":[150],"ensemble":[151],"models,":[152],"combine":[153],"them,":[154],"offer":[156],"an":[157],"additional":[158],"layer":[160],"increase":[162],"performance.":[164],"aim":[166,209],"is":[167],"subset":[171],"host":[177],"incoming":[179],"query.":[180],"Apart":[181],"from":[182],"proposed":[187,218],"model,":[188],"report":[190],"its":[192],"evaluation":[193],"corresponding":[196],"results.":[197],"Through":[198],"large":[200],"experiments":[203],"numerical":[206],"analysis,":[207],"at":[210],"revealing":[211],"pros":[213],"cons":[215]},"counts_by_year":[],"updated_date":"2026-05-22T06:13:13.366637","created_date":"2025-10-10T00:00:00"}