{"id":"https://openalex.org/W3007379111","doi":"https://doi.org/10.1109/bigdata47090.2019.9006188","title":"Cost-adaptive Neural Networks for Peak Volume Prediction with EMM Filtering","display_name":"Cost-adaptive Neural Networks for Peak Volume Prediction with EMM Filtering","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3007379111","doi":"https://doi.org/10.1109/bigdata47090.2019.9006188","mag":"3007379111"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata47090.2019.9006188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006188","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 Big Data (Big Data)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101502351","display_name":"Bin Yu","orcid":"https://orcid.org/0000-0002-9166-013X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bin Yu","raw_affiliation_strings":["Infoblox, Santa Clara, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Infoblox, Santa Clara, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074473159","display_name":"Giovanna Graciani","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150356","display_name":"University of Washington Tacoma","ror":"https://ror.org/05n8t2628","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701","https://openalex.org/I4210150356"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Giovanna Graciani","raw_affiliation_strings":["Center for Data Science, School of Engineering and Technology, University of Washington, Tacoma, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Data Science, School of Engineering and Technology, University of Washington, Tacoma, USA","institution_ids":["https://openalex.org/I4210150356"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070505291","display_name":"Anderson C. A. Nascimento","orcid":"https://orcid.org/0000-0002-8298-6250"},"institutions":[{"id":"https://openalex.org/I4210150356","display_name":"University of Washington Tacoma","ror":"https://ror.org/05n8t2628","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701","https://openalex.org/I4210150356"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anderson Nascimento","raw_affiliation_strings":["Center for Data Science, School of Engineering and Technology, University of Washington, Tacoma, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Data Science, School of Engineering and Technology, University of Washington, Tacoma, USA","institution_ids":["https://openalex.org/I4210150356"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029673876","display_name":"Juhua Hu","orcid":"https://orcid.org/0000-0001-5869-3549"},"institutions":[{"id":"https://openalex.org/I4210150356","display_name":"University of Washington Tacoma","ror":"https://ror.org/05n8t2628","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701","https://openalex.org/I4210150356"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Juhua Hu","raw_affiliation_strings":["Center for Data Science, School of Engineering and Technology, University of Washington, Tacoma, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Data Science, School of Engineering and Technology, University of Washington, Tacoma, USA","institution_ids":["https://openalex.org/I4210150356"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":null,"first_page":"4208","last_page":"4213"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9954000115394592,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9921000003814697,"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":0.8035585880279541},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.6243098378181458},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5774672031402588},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.5718924403190613},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.5675190687179565},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5652773976325989},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.5095027089118958},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.4875447452068329},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.438316285610199},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4369282126426697},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.42449235916137695},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.41742292046546936},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3592078685760498},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24921754002571106},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.18674013018608093}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8035585880279541},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.6243098378181458},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5774672031402588},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.5718924403190613},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.5675190687179565},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5652773976325989},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.5095027089118958},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.4875447452068329},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.438316285610199},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4369282126426697},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.42449235916137695},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.41742292046546936},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3592078685760498},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24921754002571106},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.18674013018608093},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata47090.2019.9006188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006188","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 Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W147723620","https://openalex.org/W304292935","https://openalex.org/W1487260974","https://openalex.org/W2015427029","https://openalex.org/W2022350629","https://openalex.org/W2040870580","https://openalex.org/W2064675550","https://openalex.org/W2084896955","https://openalex.org/W2108537597","https://openalex.org/W2117825288","https://openalex.org/W2126455177","https://openalex.org/W2150590430","https://openalex.org/W2157331557","https://openalex.org/W2163508462","https://openalex.org/W2166277028","https://openalex.org/W2394728018","https://openalex.org/W2541929603","https://openalex.org/W2572939427","https://openalex.org/W2587223176","https://openalex.org/W2771644755","https://openalex.org/W2793311937","https://openalex.org/W2963432161","https://openalex.org/W2963601182","https://openalex.org/W4229740899","https://openalex.org/W4234724504","https://openalex.org/W4302561155","https://openalex.org/W6606005297","https://openalex.org/W6684467336"],"related_works":["https://openalex.org/W2893779165","https://openalex.org/W2017432143","https://openalex.org/W1973694374","https://openalex.org/W2983574358","https://openalex.org/W2370475531","https://openalex.org/W2092530219","https://openalex.org/W4385924768","https://openalex.org/W4256551238","https://openalex.org/W2610550183","https://openalex.org/W2388464034"],"abstract_inverted_index":{"As":[0],"the":[1,4,10,24,28,37,44,50,66,99,121,124],"emergence":[2],"of":[3,6,13,23,30,69],"Internet":[5],"Things":[7],"(IoT)":[8],"and":[9,71,92],"growing":[11],"number":[12],"IoT":[14],"devices,":[15],"a":[16,73,84,93,109,129],"stable":[17],"connection":[18],"service":[19,51],"has":[20],"become":[21],"one":[22],"key":[25],"factors":[26],"concerning":[27],"Quality":[29],"Service":[31],"(QoS)":[32],"provision.":[33],"How":[34],"to":[35,54,97,101,133],"anticipate":[36],"peak":[38,60,103,135],"traffic":[39,115],"volume":[40],"is":[41,47],"essential.":[42],"If":[43],"resource":[45],"allocation":[46],"under":[48],"provisioned,":[49],"becomes":[52],"susceptible":[53],"failure":[55],"or":[56],"security":[57],"breach.":[58],"Unfortunately,":[59],"volumes":[61],"are":[62],"not":[63,119],"captured":[64],"in":[65,123],"systematic":[67],"components":[68],"data":[70],"as":[72],"result":[74],"conventional":[75],"trend":[76],"prediction":[77,125],"methods":[78],"have":[79],"proven":[80],"insufficient.":[81],"We":[82],"propose":[83],"framework":[85],"that":[86],"implements":[87],"neural":[88],"networks":[89],"with":[90],"filtering":[91],"cost-adaptive":[94],"loss":[95],"function":[96],"improve":[98],"ability":[100],"predict":[102,134],"volumes.":[104],"Implementing":[105],"this":[106],"method":[107],"on":[108],"real":[110],"Domain":[111],"Name":[112],"Server":[113],"(DNS)":[114],"data,":[116],"we":[117],"observe":[118],"only":[120],"improvement":[122],"performance":[126],"but":[127],"also":[128],"shorter":[130],"lag":[131],"time":[132],"values,":[136],"which":[137],"demonstrates":[138],"our":[139],"proposed":[140],"method.":[141]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
