{"id":"https://openalex.org/W4400489612","doi":"https://doi.org/10.1109/cscwd61410.2024.10580262","title":"FlowSeer: A Novel Framework for Generalized Network Performance Estimation at Flow Level","display_name":"FlowSeer: A Novel Framework for Generalized Network Performance Estimation at Flow Level","publication_year":2024,"publication_date":"2024-05-08","ids":{"openalex":"https://openalex.org/W4400489612","doi":"https://doi.org/10.1109/cscwd61410.2024.10580262"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd61410.2024.10580262","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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/A5009124400","display_name":"Haizhou Du","orcid":null},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haizhou Du","raw_affiliation_strings":["Shanghai University of Electric Power,School of Computer Science and Technology,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai University of Electric Power,School of Computer Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I23632641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022191573","display_name":"Ming Li","orcid":"https://orcid.org/0000-0001-6019-3025"},"institutions":[{"id":"https://openalex.org/I23632641","display_name":"Shanghai University of Electric Power","ror":"https://ror.org/02w4tny03","country_code":"CN","type":"education","lineage":["https://openalex.org/I23632641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["Shanghai University of Electric Power,School of Computer Science and Technology,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai University of Electric Power,School of Computer Science and Technology,Shanghai,China","institution_ids":["https://openalex.org/I23632641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5009124400"],"corresponding_institution_ids":["https://openalex.org/I23632641"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10200674,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2834","last_page":"2839"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9883000254631042,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9883000254631042,"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":0.984499990940094,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9363999962806702,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7197656035423279},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5893582105636597},{"id":"https://openalex.org/keywords/flow","display_name":"Flow (mathematics)","score":0.43792325258255005},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13889658451080322},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.09772297739982605},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09481951594352722}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7197656035423279},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5893582105636597},{"id":"https://openalex.org/C38349280","wikidata":"https://www.wikidata.org/wiki/Q1434290","display_name":"Flow (mathematics)","level":2,"score":0.43792325258255005},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13889658451080322},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.09772297739982605},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09481951594352722},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd61410.2024.10580262","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cscwd61410.2024.10580262","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 27th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","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":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Network":[0],"performance":[1,76],"estimation":[2,77],"is":[3],"a":[4,51,70,79,84,93,107],"key":[5],"enabler":[6],"in":[7,15,116,137],"achieving":[8],"efficient":[9],"network":[10,17,75,87],"operation.":[11],"It":[12],"can":[13,113,129],"assist":[14],"important":[16],"tasks":[18],"such":[19],"as":[20],"capacity":[21],"planning,":[22],"topology":[23,90],"design,":[24],"and":[25,37,54,92,98],"parameter":[26],"tuning.":[27],"The":[28],"traditional":[29],"methods":[30],"often":[31],"rely":[32],"on":[33],"discrete":[34],"event":[35],"simulation":[36],"modeling":[38],"by":[39,133],"queuing":[40],"theory.":[41],"However,":[42],"they":[43],"consider":[44],"some":[45],"ideal":[46,58],"scenarios":[47],"with":[48,57,120],"assumptions":[49,59],"at":[50,78],"packet":[52],"level":[53],"hardly":[55],"generalize":[56],"to":[60,88,96,135],"the":[61,103,121,131],"real":[62],"world.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67],"propose":[68],"FlowSeer,":[69],"novel":[71],"framework":[72,105],"for":[73],"generalized":[74],"flow":[80,100],"level.":[81],"FlowSeer":[82,104,128],"employs":[83],"graph":[85],"neural":[86],"catch":[89],"features":[91],"pioneering":[94],"transformer":[95],"learn":[97],"model":[99],"features.":[101],"Furthermore,":[102],"adopts":[106],"two-stage":[108],"feature":[109],"extraction":[110],"mechanism,":[111],"which":[112],"improve":[114,130],"accuracy":[115],"large-scale":[117],"networks.":[118],"Compared":[119],"state-of-the-art":[122],"models,":[123],"our":[124],"extensive":[125],"experiments":[126],"demonstrate":[127],"MAPE":[132],"up":[134],"65.18%":[136],"diverse":[138],"scenarios.":[139]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}