{"id":"https://openalex.org/W4415180206","doi":"https://doi.org/10.1109/blackseacom65655.2025.11193891","title":"OB-IDS: Optimized BERT-based Intrusion Detection System","display_name":"OB-IDS: Optimized BERT-based Intrusion Detection System","publication_year":2025,"publication_date":"2025-06-23","ids":{"openalex":"https://openalex.org/W4415180206","doi":"https://doi.org/10.1109/blackseacom65655.2025.11193891"},"language":"en","primary_location":{"id":"doi:10.1109/blackseacom65655.2025.11193891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/blackseacom65655.2025.11193891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom)","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/A5119998304","display_name":"G\u00f6ktu\u011f Ate\u015f","orcid":null},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"G\u00f6ktu\u011f Ate\u015f","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119998305","display_name":"Ba\u015far \u00c7elebi","orcid":null},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ba\u015far \u00c7elebi","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119998306","display_name":"Umut Aytu\u011f Semerci","orcid":null},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Umut Aytu\u011f Semerci","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119998307","display_name":"Emircan \u00c7apkan","orcid":null},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Emircan \u00c7apkan","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103192965","display_name":"Batuhan Y\u0131ld\u0131r\u0131m","orcid":"https://orcid.org/0000-0002-3257-5760"},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Batuhan Y\u0131ld\u0131r\u0131m","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026398811","display_name":"\u0130lktan Ar","orcid":null},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"\u0130lktan Ar","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005395205","display_name":"Taner Arsan","orcid":null},"institutions":[{"id":"https://openalex.org/I132286405","display_name":"Kadir Has University","ror":"https://ror.org/03zzckc47","country_code":"TR","type":"education","lineage":["https://openalex.org/I132286405"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Taner Arsan","raw_affiliation_strings":["Kadir Has University,Department of Computer Engineering,Istanbul,Turkey"],"affiliations":[{"raw_affiliation_string":"Kadir Has University,Department of Computer Engineering,Istanbul,Turkey","institution_ids":["https://openalex.org/I132286405"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5119998304"],"corresponding_institution_ids":["https://openalex.org/I132286405"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36347093,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9710000157356262,"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":0.9710000157356262,"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/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7541999816894531},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.47519999742507935},{"id":"https://openalex.org/keywords/fractionating-column","display_name":"Fractionating column","score":0.4219000041484833},{"id":"https://openalex.org/keywords/intrusion","display_name":"Intrusion","score":0.36980000138282776},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.328900009393692},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.328900009393692}],"concepts":[{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7541999816894531},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6477000117301941},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5220999717712402},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.47519999742507935},{"id":"https://openalex.org/C154030694","wikidata":"https://www.wikidata.org/wiki/Q1436074","display_name":"Fractionating column","level":3,"score":0.4219000041484833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41370001435279846},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37130001187324524},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.37059998512268066},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.36980000138282776},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.328900009393692},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.328900009393692},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30809998512268066},{"id":"https://openalex.org/C137524506","wikidata":"https://www.wikidata.org/wiki/Q2247688","display_name":"Anomaly-based intrusion detection system","level":3,"score":0.3068999946117401},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C27061796","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion prevention system","level":3,"score":0.2815000116825104}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/blackseacom65655.2025.11193891","is_oa":false,"landing_page_url":"https://doi.org/10.1109/blackseacom65655.2025.11193891","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Black Sea Conference on Communications and Networking (BlackSeaCom)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2150847526","https://openalex.org/W2296509296","https://openalex.org/W3016470706","https://openalex.org/W3121304800","https://openalex.org/W4213315959","https://openalex.org/W4312618435","https://openalex.org/W4313654696","https://openalex.org/W4324118277","https://openalex.org/W4387870274","https://openalex.org/W4390190717","https://openalex.org/W4390616416","https://openalex.org/W4400997485","https://openalex.org/W4401197284","https://openalex.org/W4405934184","https://openalex.org/W4408418215"],"related_works":[],"abstract_inverted_index":{"\"OB-IDS":[0],"(Optimized":[1],"BERT-based":[2],"Intrusion":[3],"Detection":[4],"System)\"":[5],"presents":[6],"a":[7,31],"lightweight":[8],"IDS":[9],"optimized":[10],"for":[11,71],"the":[12,51,66],"resource-constrained":[13,76],"environments.":[14,77],"The":[15,43,62],"proposed":[16,44],"system":[17,45],"which":[18],"employs":[19],"quantization,":[20],"pruning,":[21],"knowledge":[22],"distillation":[23,26],"and":[24,40,54],"self":[25],"methods":[27],"is":[28],"developed":[29],"in":[30,75],"multi-stage":[32],"optimization":[33],"manner.":[34],"It":[35],"was":[36,46],"evaluated":[37],"on":[38],"UNSW-NB15":[39],"CIC-IDS2017":[41],"datasets.":[42],"found":[47],"to":[48],"significantly":[49],"reduce":[50],"inference":[52],"time":[53],"memory":[55],"usage":[56],"while":[57],"maintaining":[58],"high":[59],"classification":[60],"accuracy.":[61],"experimental":[63],"results":[64],"demonstrate":[65],"applicability":[67],"of":[68],"Transformer-based":[69],"IDSs":[70],"real-time":[72],"threat":[73],"detection":[74]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-15T00:00:00"}
