{"id":"https://openalex.org/W4403937630","doi":"https://doi.org/10.1109/iscc61673.2024.10733668","title":"Throughput Prediction in Real-Time Communications: Spotlight on Traffic Extremes","display_name":"Throughput Prediction in Real-Time Communications: Spotlight on Traffic Extremes","publication_year":2024,"publication_date":"2024-06-26","ids":{"openalex":"https://openalex.org/W4403937630","doi":"https://doi.org/10.1109/iscc61673.2024.10733668"},"language":"en","primary_location":{"id":"doi:10.1109/iscc61673.2024.10733668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc61673.2024.10733668","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 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/A5073153953","display_name":"Tailai Song","orcid":"https://orcid.org/0000-0003-2051-5346"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Tailai Song","raw_affiliation_strings":["Politecnico di Torino,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074057809","display_name":"Paolo Garza","orcid":"https://orcid.org/0000-0002-1263-7522"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paolo Garza","raw_affiliation_strings":["Politecnico di Torino,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065722419","display_name":"Michela Meo","orcid":"https://orcid.org/0000-0001-7403-6266"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Michela Meo","raw_affiliation_strings":["Politecnico di Torino,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040690637","display_name":"Maurizio Matteo Munaf\u00f2","orcid":"https://orcid.org/0000-0002-4884-7310"},"institutions":[{"id":"https://openalex.org/I177477856","display_name":"Polytechnic University of Turin","ror":"https://ror.org/00bgk9508","country_code":"IT","type":"education","lineage":["https://openalex.org/I177477856"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maurizio Matteo Munaf\u00f2","raw_affiliation_strings":["Politecnico di Torino,Turin,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Torino,Turin,Italy","institution_ids":["https://openalex.org/I177477856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5073153953"],"corresponding_institution_ids":["https://openalex.org/I177477856"],"apc_list":null,"apc_paid":null,"fwci":0.3663,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.63315778,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12216","display_name":"Network Time Synchronization Technologies","score":0.8166999816894531,"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/T12216","display_name":"Network Time Synchronization Technologies","score":0.8166999816894531,"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/T10138","display_name":"Network Traffic and Congestion Control","score":0.7918999791145325,"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/T11021","display_name":"ECG Monitoring and Analysis","score":0.7549999952316284,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.7710550427436829},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7534953355789185},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4548419713973999},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.45146113634109497},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.138165682554245},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.09543609619140625}],"concepts":[{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.7710550427436829},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7534953355789185},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4548419713973999},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.45146113634109497},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.138165682554245},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.09543609619140625}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc61673.2024.10733668","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc61673.2024.10733668","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320307791","display_name":"Cisco Systems","ror":"https://ror.org/03yt1ez60"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2020464212","https://openalex.org/W2064675550","https://openalex.org/W2091326421","https://openalex.org/W2099040451","https://openalex.org/W2107372872","https://openalex.org/W2397143392","https://openalex.org/W2604847698","https://openalex.org/W2756968191","https://openalex.org/W2790105919","https://openalex.org/W2913896741","https://openalex.org/W2963677766","https://openalex.org/W2971644666","https://openalex.org/W2996552856","https://openalex.org/W3081575380","https://openalex.org/W3085139254","https://openalex.org/W3124153473","https://openalex.org/W3157087027","https://openalex.org/W3182969761","https://openalex.org/W3184606595","https://openalex.org/W3206937771","https://openalex.org/W3207578620","https://openalex.org/W4226268322","https://openalex.org/W4239281537","https://openalex.org/W4243330440","https://openalex.org/W4283206846","https://openalex.org/W4301710896","https://openalex.org/W4308966045","https://openalex.org/W4385245566","https://openalex.org/W4399647672","https://openalex.org/W4400762160","https://openalex.org/W6763309814","https://openalex.org/W6793976449"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Amidst":[0],"the":[1,9,19,92],"thriving":[2],"advancement":[3],"of":[4,22],"networks,":[5],"further":[6],"catalyzed":[7],"by":[8],"COVID-19":[10],"pandemic,":[11],"we":[12,94,140],"have":[13],"witnessed":[14],"a":[15,32,49,96,110,142],"marked":[16],"escalation":[17],"in":[18,81,130,167],"worldwide":[20],"adoption":[21],"Real-Time":[23],"Communications":[24],"(RTC)":[25],"applications.":[26],"In":[27,124],"this":[28,53],"context,":[29],"there":[30],"is":[31,128],"compelling":[33],"necessity":[34],"to":[35,55,114,153],"cultivate":[36],"intelligent":[37],"and":[38,42,59,70,87,108,139,157],"robust":[39],"network":[40,57],"infrastructures":[41],"technologies.":[43],"Real-time":[44],"throughput":[45],"prediction":[46],"emerges":[47],"as":[48],"promising":[50],"candidate":[51],"for":[52],"purpose":[54],"foster":[56],"observability":[58],"provide":[60],"preemptive":[61],"functions,":[62],"supporting":[63],"advanced":[64],"system":[65],"management,":[66],"e.g.,":[67],"bandwidth":[68],"allocation":[69],"adaptive":[71,151],"streaming.":[72],"Nonetheless,":[73],"contemporary":[74],"solutions":[75],"grapple":[76],"with":[77,118],"predicting":[78],"extreme":[79],"conditions":[80],"traffic":[82,132,169],"throughput,":[83,117],"notably":[84],"peaks,":[85],"valleys,":[86],"abrupt":[88],"changes.":[89],"To":[90],"address":[91],"challenges,":[93],"propose":[95],"Transformer-based":[97],"Deep":[98],"Learning":[99,155],"(DL)":[100],"Neural":[101],"Network":[102],"(NN),":[103],"leveraging":[104],"solely":[105],"packet-level":[106],"information":[107],"adopting":[109],"multi-task":[111],"learning":[112],"paradigm,":[113],"predict":[115],"short-term":[116],"an":[119,150],"emphasis":[120],"on":[121],"critical":[122],"values.":[123],"particular,":[125],"our":[126,161],"work":[127],"grounded":[129],"voluminous":[131],"traces":[133],"procured":[134],"from":[135,149],"real":[136],"video-teleconferencing":[137],"sessions,":[138],"formulate":[141],"time-series":[143],"regression":[144],"problem,":[145],"comparing":[146],"numerous":[147],"technologies,":[148],"filter":[152],"Machine":[154],"(ML)":[156],"DL":[158],"approaches.":[159],"Conclusively,":[160],"methodology":[162],"exhibits":[163],"superior":[164],"efficacy,":[165],"especially":[166],"forecasting":[168],"extremities.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}