{"id":"https://openalex.org/W4399206062","doi":"https://doi.org/10.1109/tnsm.2024.3406934","title":"Machine Learning for Failure Management in Microwave Networks: A Data-Centric Approach","display_name":"Machine Learning for Failure Management in Microwave Networks: A Data-Centric Approach","publication_year":2024,"publication_date":"2024-05-31","ids":{"openalex":"https://openalex.org/W4399206062","doi":"https://doi.org/10.1109/tnsm.2024.3406934"},"language":"en","primary_location":{"id":"doi:10.1109/tnsm.2024.3406934","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3406934","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1109/tnsm.2024.3406934","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5021764238","display_name":"Nicola Di Cicco","orcid":"https://orcid.org/0000-0002-1524-8178"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Di Cicco","raw_affiliation_strings":["Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-1524-8178","affiliations":[{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038436028","display_name":"M\u00ebm\u00ebdhe Ibrahimi","orcid":"https://orcid.org/0000-0002-9823-8206"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Memedhe Ibrahimi","raw_affiliation_strings":["Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9823-8206","affiliations":[{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042021806","display_name":"Francesco Musumeci","orcid":"https://orcid.org/0000-0002-3617-5916"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Musumeci","raw_affiliation_strings":["Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-3617-5916","affiliations":[{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004738847","display_name":"Federica Bruschetta","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Federica Bruschetta","raw_affiliation_strings":["SIAE Microelettronica, Cologno Monzese, Italy","SIAE Microelettronica, Cologno Monzese, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SIAE Microelettronica, Cologno Monzese, Italy","institution_ids":[]},{"raw_affiliation_string":"SIAE Microelettronica, Cologno Monzese, Milan, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112052615","display_name":"Michele Milano","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Michele Milano","raw_affiliation_strings":["SIAE Microelettronica, Cologno Monzese, Italy","SIAE Microelettronica, Cologno Monzese, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SIAE Microelettronica, Cologno Monzese, Italy","institution_ids":[]},{"raw_affiliation_string":"SIAE Microelettronica, Cologno Monzese, Milan, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031863482","display_name":"Claudio Passera","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Claudio Passera","raw_affiliation_strings":["SIAE Microelettronica, Cologno Monzese, Italy","SIAE Microelettronica, Cologno Monzese, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SIAE Microelettronica, Cologno Monzese, Italy","institution_ids":[]},{"raw_affiliation_string":"SIAE Microelettronica, Cologno Monzese, Milan, Italy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038468421","display_name":"Massimo Tornatore","orcid":"https://orcid.org/0000-0003-0740-1061"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Massimo Tornatore","raw_affiliation_strings":["Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy"],"raw_orcid":"https://orcid.org/0000-0003-0740-1061","affiliations":[{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering, Politecnico Di Milano, Milan, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Department of Electronics, Information and Bioengineering (DEIB), Politecnico Di Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8523,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73110985,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"21","issue":"5","first_page":"5420","last_page":"5431"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.5893999934196472,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.5893999934196472,"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":0.530104398727417},{"id":"https://openalex.org/keywords/microwave","display_name":"Microwave","score":0.5249383449554443},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35571107268333435},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3357561230659485},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3232501149177551},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.24876224994659424}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.530104398727417},{"id":"https://openalex.org/C44838205","wikidata":"https://www.wikidata.org/wiki/Q127995","display_name":"Microwave","level":2,"score":0.5249383449554443},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35571107268333435},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3357561230659485},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3232501149177551},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.24876224994659424}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tnsm.2024.3406934","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3406934","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1267826","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1267826","pdf_url":"https://re.public.polimi.it/bitstream/11311/1267826/1/TNSM2024-SIAE.pdf","source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1740334","is_oa":false,"landing_page_url":"https://hdl.handle.net/11573/1740334","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/tnsm.2024.3406934","is_oa":true,"landing_page_url":"https://doi.org/10.1109/tnsm.2024.3406934","pdf_url":null,"source":{"id":"https://openalex.org/S173527311","display_name":"IEEE Transactions on Network and Service Management","issn_l":"1932-4537","issn":["1932-4537","2373-7379"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Network and Service Management","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W1502234097","https://openalex.org/W2047408376","https://openalex.org/W2057159504","https://openalex.org/W2148143831","https://openalex.org/W2150593711","https://openalex.org/W2294798173","https://openalex.org/W2295598076","https://openalex.org/W2760893072","https://openalex.org/W2766764779","https://openalex.org/W2784302101","https://openalex.org/W2790452209","https://openalex.org/W2904751523","https://openalex.org/W2918707194","https://openalex.org/W2921104505","https://openalex.org/W2941590481","https://openalex.org/W2963079272","https://openalex.org/W2963613787","https://openalex.org/W2964101383","https://openalex.org/W2984970420","https://openalex.org/W2997591727","https://openalex.org/W3108714991","https://openalex.org/W3121018958","https://openalex.org/W3132417220","https://openalex.org/W3159415473","https://openalex.org/W3173017111","https://openalex.org/W3205184492","https://openalex.org/W3216660278","https://openalex.org/W4213426835","https://openalex.org/W4224271080","https://openalex.org/W4280612546","https://openalex.org/W4285091461","https://openalex.org/W4300436850","https://openalex.org/W4309269926","https://openalex.org/W4311415873","https://openalex.org/W4312712708","https://openalex.org/W4313397486","https://openalex.org/W4367042211","https://openalex.org/W4385568310","https://openalex.org/W6601757191","https://openalex.org/W6735374517","https://openalex.org/W6743372307","https://openalex.org/W6756831654","https://openalex.org/W6763607942","https://openalex.org/W6765451912","https://openalex.org/W6790674540","https://openalex.org/W6799650303","https://openalex.org/W7006806681"],"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":{"We":[0],"consider":[1],"the":[2,71,81,97,101,159,170,176,205,219,223],"problem":[3],"of":[4,14,100,163,213,225],"classifying":[5],"hardware":[6,116],"failures":[7],"in":[8,119,144,210,243],"microwave":[9,46,120,234],"networks":[10],"given":[11,87],"a":[12,49,57,63,74,86,90,185,211],"collection":[13],"alarms":[15],"using":[16],"Machine":[17],"Learning":[18,156],"(ML).":[19],"While":[20],"ML":[21,34,83],"models":[22,197],"have":[23],"been":[24],"shown":[25],"to":[26,79,89,95,134,157,222,240],"work":[27],"extremely":[28],"well":[29],"on":[30,184],"similar":[31],"tasks,":[32],"an":[33],"model":[35,84],"is,":[36],"at":[37,103],"most,":[38],"as":[39,41],"good":[40,58],"its":[42],"training":[43,56,123,179,195],"data.":[44],"In":[45],"networks,":[47],"building":[48],"good-quality":[50],"dataset":[51,187,231],"is":[52,62],"significantly":[53],"harder":[54],"than":[55],"classifier:":[59],"annotating":[60],"data":[61,102,128,138,160,215],"costly":[64],"and":[65,140,168],"time-consuming":[66],"procedure.":[67],"We,":[68],"therefore,":[69],"shift":[70],"perspective":[72],"from":[73,85],"Model-Centric":[75],"approach,":[76,92],"i.e.,":[77,93],"how":[78,94],"train":[80],"best":[82,98,171,224],"dataset,":[88],"Data-Centric":[91,113,191],"make":[96,229],"use":[99],"our":[104,190,226,230],"disposal.":[105],"To":[106],"this":[107],"end,":[108],"we":[109,125,151,228],"explore":[110],"two":[111],"orthogonal":[112],"approaches":[114,192],"for":[115,194,218],"failure":[117,146,245],"identification":[118],"networks.":[121],"At":[122,148],"time,":[124,150],"leverage":[126,152],"synthetic":[127],"generation":[129],"with":[130,136,175,198],"Conditional":[131],"Variational":[132],"Autoencoders":[133],"cope":[135],"extreme":[137,214],"imbalance":[139],"ensure":[141],"fair":[142],"performance":[143,174],"all":[145],"classes.":[147],"inference":[149],"Batch":[153],"Uncertainty-based":[154],"Active":[155],"guide":[158],"annotation":[161],"procedure":[162],"multiple":[164],"concurrent":[165],"domain-expert":[166],"labelers":[167],"achieve":[169],"possible":[172,178],"classification":[173],"smallest":[177],"dataset.":[180],"Illustrative":[181],"experimental":[182],"results":[183],"real-world":[186],"show":[188],"that":[189],"allow":[193],"top-performing":[196],"~4.5x":[199],"less":[200],"annotated":[201],"data,":[202],"while":[203],"improving":[204],"classifier\u2019s":[206],"F1-Score":[207],"by":[208,233],"~2.5%":[209],"condition":[212],"scarcity.":[216],"Finally,":[217],"first":[220],"time":[221],"knowledge,":[227],"(curated":[232],"industry":[235],"experts)":[236],"publicly":[237],"available,":[238],"aiming":[239],"foster":[241],"research":[242],"data-driven":[244],"management.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}