{"id":"https://openalex.org/W4389154966","doi":"https://doi.org/10.1145/3630050.3630178","title":"Explainable Mobile Traffic Classification: the Case of Incremental Learning","display_name":"Explainable Mobile Traffic Classification: the Case of Incremental Learning","publication_year":2023,"publication_date":"2023-11-30","ids":{"openalex":"https://openalex.org/W4389154966","doi":"https://doi.org/10.1145/3630050.3630178"},"language":"en","primary_location":{"id":"doi:10.1145/3630050.3630178","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3630050.3630178","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3630050.3630178","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 on Explainable and Safety Bounded, Fidelitous, Machine Learning for Networking","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3630050.3630178","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026481672","display_name":"Alfredo Nascita","orcid":"https://orcid.org/0000-0002-7395-4222"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Alfredo Nascita","raw_affiliation_strings":["University of Napoli 'Federico II', Naples, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7395-4222","affiliations":[{"raw_affiliation_string":"University of Napoli 'Federico II', Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055529057","display_name":"Francesco Cerasuolo","orcid":"https://orcid.org/0009-0000-6476-8092"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Cerasuolo","raw_affiliation_strings":["University of Napoli 'Federico II', Naples, Italy"],"raw_orcid":"https://orcid.org/0009-0000-6476-8092","affiliations":[{"raw_affiliation_string":"University of Napoli 'Federico II', Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059880462","display_name":"Giuseppe Aceto","orcid":"https://orcid.org/0000-0002-4445-6259"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Aceto","raw_affiliation_strings":["University of Napoli 'Federico II', Naples, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4445-6259","affiliations":[{"raw_affiliation_string":"University of Napoli 'Federico II', Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068466049","display_name":"Domenico Ciuonzo","orcid":"https://orcid.org/0000-0002-6230-2958"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Domenico Ciuonzo","raw_affiliation_strings":["University of Napoli 'Federico II', Naples, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6230-2958","affiliations":[{"raw_affiliation_string":"University of Napoli 'Federico II', Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056577356","display_name":"Valerio Persico","orcid":"https://orcid.org/0000-0002-7477-1452"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Valerio Persico","raw_affiliation_strings":["University of Napoli 'Federico II', Naples, Italy"],"raw_orcid":"https://orcid.org/0000-0002-7477-1452","affiliations":[{"raw_affiliation_string":"University of Napoli 'Federico II', Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064292700","display_name":"Antonio Pescap\u00e8","orcid":"https://orcid.org/0000-0002-0221-7444"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Pescap\u00e9","raw_affiliation_strings":["University of Napoli 'Federico II', Naples, Italy"],"raw_orcid":"https://orcid.org/0000-0002-0221-7444","affiliations":[{"raw_affiliation_string":"University of Napoli 'Federico II', Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I71267560"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"25","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9998999834060669,"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/T10400","display_name":"Network Security and Intrusion Detection","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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9961000084877014,"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/interpretability","display_name":"Interpretability","score":0.9673459529876709},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.744328498840332},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7100380063056946},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.699028730392456},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5903401374816895},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.560711681842804},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5292731523513794},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.511496901512146},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.46437233686447144},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.45124906301498413},{"id":"https://openalex.org/keywords/incremental-learning","display_name":"Incremental learning","score":0.4346998631954193},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3627645969390869},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1220131516456604}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9673459529876709},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.744328498840332},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7100380063056946},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.699028730392456},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5903401374816895},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.560711681842804},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5292731523513794},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.511496901512146},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.46437233686447144},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.45124906301498413},{"id":"https://openalex.org/C2780735816","wikidata":"https://www.wikidata.org/wiki/Q28324931","display_name":"Incremental learning","level":2,"score":0.4346998631954193},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3627645969390869},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1220131516456604},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","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},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3630050.3630178","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3630050.3630178","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3630050.3630178","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 on Explainable and Safety Bounded, Fidelitous, Machine Learning for Networking","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3630050.3630178","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3630050.3630178","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3630050.3630178","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 on Explainable and Safety Bounded, Fidelitous, Machine Learning for Networking","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389154966.pdf","grobid_xml":"https://content.openalex.org/works/W4389154966.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2113839990","https://openalex.org/W2531327146","https://openalex.org/W2912386632","https://openalex.org/W2954929116","https://openalex.org/W2981318525","https://openalex.org/W2982309555","https://openalex.org/W3048617095","https://openalex.org/W3163939464","https://openalex.org/W3179699704","https://openalex.org/W3188724340","https://openalex.org/W3190219082","https://openalex.org/W4206685914","https://openalex.org/W4297099562","https://openalex.org/W4312309344","https://openalex.org/W4318951694","https://openalex.org/W4321021237","https://openalex.org/W4321380758","https://openalex.org/W4322706638","https://openalex.org/W4323349687","https://openalex.org/W4327525276","https://openalex.org/W4381198655","https://openalex.org/W4385562531","https://openalex.org/W6922120124"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W3192840557","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W4375928479","https://openalex.org/W3131673289","https://openalex.org/W3198847674","https://openalex.org/W3103940333"],"abstract_inverted_index":{"The":[0],"surge":[1],"in":[2,81,113],"mobile":[3],"network":[4,23],"usage":[5],"has":[6],"contributed":[7],"to":[8,20,32,110,122,135],"the":[9,33,43,71,74,82,93,124,128,141],"adoption":[10],"of":[11,36,45,127],"Deep":[12,104],"Learning":[13,55],"(DL)":[14],"techniques":[15],"for":[16],"Traffic":[17],"Classification":[18],"(TC)":[19],"ensure":[21],"efficient":[22],"management.":[24],"However,":[25],"DL-based":[26],"classifiers":[27,96],"still":[28],"face":[29],"challenges":[30],"due":[31],"frequent":[34],"release":[35],"new":[37],"apps":[38],"(making":[39],"them":[40],"outdated)":[41],"and":[42,56,78,101,131],"lack":[44],"interpretability":[46,80],"(limiting":[47],"their":[48,79],"adoption).":[49],"In":[50,85],"this":[51,86],"regard,":[52],"Class":[53],"Incremental":[54],"eXplainable":[57],"Artificial":[58],"Intelligence":[59],"have":[60],"emerged":[61],"as":[62],"fundamental":[63],"methodological":[64],"tools.":[65],"This":[66],"work":[67],"aims":[68],"at":[69],"reducing":[70],"gap":[72],"between":[73,95],"DL":[75],"models'":[76],"performance":[77],"TC":[83],"domain.":[84],"study,":[87],"we":[88,106],"examine":[89,132],"from":[90,99,140],"different":[91],"perspectives":[92],"differences":[94],"when":[97],"trained":[98],"scratch":[100],"incrementally.":[102],"Using":[103],"SHAP,":[105],"derive":[107],"global":[108],"explanations":[109],"emphasize":[111],"disparities":[112],"input":[114],"importance.":[115],"We":[116],"comprehensively":[117],"analyze":[118],"base":[119],"classifiers'":[120],"behavior":[121],"understand":[123],"starting":[125],"point":[126],"incremental":[129,142],"process":[130],"updated":[133],"models":[134],"uncover":[136],"architectures'":[137],"features":[138],"resulting":[139],"training.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
