OB-IDS: Optimized BERT-Based Intrusion Detection System
| dc.contributor.author | Ates, G. | |
| dc.contributor.author | Celebi, B. | |
| dc.contributor.author | Semerci, U.A. | |
| dc.contributor.author | Capkan, E. | |
| dc.contributor.author | Yildirim, B. | |
| dc.contributor.author | Ar, I. | |
| dc.contributor.author | Arsan, T. | |
| dc.date.accessioned | 2025-12-15T15:38:31Z | |
| dc.date.available | 2025-12-15T15:38:31Z | |
| dc.date.issued | 2025 | |
| dc.description.abstract | "OB-IDS (Optimized BERT-based Intrusion Detection System)"presents a lightweight IDS optimized for the resource-constrained environments. The proposed system which employs quantization, pruning, knowledge distillation and self distillation methods is developed in a multi-stage optimization manner. It was evaluated on UNSW-NB15 and CIC-IDS2017 datasets. The proposed system was found to significantly reduce the inference time and memory usage while maintaining high classification accuracy. The experimental results demonstrate the applicability of Transformer-based IDSs for real-time threat detection in resource-constrained environments. © 2025 IEEE. | en_US |
| dc.identifier.doi | 10.1109/BlackSeaCom65655.2025.11193891 | |
| dc.identifier.isbn | 9798331537197 | |
| dc.identifier.scopus | 2-s2.0-105021003093 | |
| dc.identifier.uri | https://doi.org/10.1109/BlackSeaCom65655.2025.11193891 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12469/7663 | |
| dc.language.iso | en | en_US |
| dc.publisher | Institute of Electrical and Electronics Engineers Inc. | en_US |
| dc.relation.ispartof | -- 2025 IEEE International Black Sea Conference on Communications and Networking, BlackSeaCom 2025 -- 2025-06-23 through 2025-06-26 -- Chisinau -- 213945 | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Bert | en_US |
| dc.subject | Cybersecurity | en_US |
| dc.subject | Fine-Tuning | en_US |
| dc.subject | Intrusion Detection | en_US |
| dc.subject | Machine Learning | en_US |
| dc.subject | Model Optimization | en_US |
| dc.subject | Network Security | en_US |
| dc.subject | Quantization | en_US |
| dc.title | OB-IDS: Optimized BERT-Based Intrusion Detection System | en_US |
| dc.type | Conference Object | en_US |
| dspace.entity.type | Publication | |
| gdc.author.institutional | Arsan, Taner | |
| gdc.author.scopusid | 60170002000 | |
| gdc.author.scopusid | 60169180500 | |
| gdc.author.scopusid | 60169180600 | |
| gdc.author.scopusid | 60169180700 | |
| gdc.author.scopusid | 57214152308 | |
| gdc.author.scopusid | 23395861100 | |
| gdc.author.scopusid | 23395861100 | |
| gdc.description.department | Kadir Has University | en_US |
| gdc.description.departmenttemp | [Ates] Goktug, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey; [Celebi] Basar, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey; [Semerci] Umut Aytug, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey; [Capkan] Emircan, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey; [Yildirim] Batuhan, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey; [Ar] Ilktan, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey; [Arsan] Taner, Department of Computer Engineering, Kadir Has Üniversitesi, Istanbul, Turkey | en_US |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
| gdc.description.wosquality | N/A | |
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