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2023 Journal Article Light-Weight ML Aided Autonomous IoT NetworksGhosh, Sushmita, Mandal, Akash Kumar, De, Swades, Chatterjee, Shouri and Portmann, Marius (2023). Light-Weight ML Aided Autonomous IoT Networks. IEEE Communications Magazine, 61 (6), 51-57. doi: 10.1109/mcom.001.2200539 |
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2023 Journal Article Explainable cross-domain evaluation of ML-based network intrusion detection systemsLayeghy, Siamak and Portmann, Marius (2023). Explainable cross-domain evaluation of ML-based network intrusion detection systems. Computers and Electrical Engineering, 108 108692, 1-15. doi: 10.1016/j.compeleceng.2023.108692 |
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2023 Journal Article DI-NIDS: domain invariant network intrusion detection systemLayeghy, Siamak, Baktashmotlagh, Mahsa and Portmann, Marius (2023). DI-NIDS: domain invariant network intrusion detection system. Knowledge-Based Systems, 273 110626, 110626. doi: 10.1016/j.knosys.2023.110626 |
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2023 Journal Article FusedAR: energy-positive human activity recognition using kinetic and solar signal fusionSandhu, Muhammad Moid, Khalifa, Sara, Geissdoerfer, Kai, Jurdak, Raja, Portmann, Marius and Kusy, Brano (2023). FusedAR: energy-positive human activity recognition using kinetic and solar signal fusion. IEEE Sensors Journal, 23 (11), 12411-12426. doi: 10.1109/jsen.2023.3268687 |
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2023 Journal Article From zero-shot machine learning to zero-day attack detectionSarhan, Mohanad, Layeghy, Siamak, Gallagher, Marcus and Portmann, Marius (2023). From zero-shot machine learning to zero-day attack detection. International Journal of Information Security, 22 (4), 947-959. doi: 10.1007/s10207-023-00676-0 |
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2023 Journal Article Inspection-L: self-supervised GNN node embeddings for money laundering detection in bitcoinLo, Wai Weng, Kulatilleke, Gayan K., Sarhan, Mohanad, Layeghy, Siamak and Portmann, Marius (2023). Inspection-L: self-supervised GNN node embeddings for money laundering detection in bitcoin. Applied Intelligence, 53 (16), 1-12. doi: 10.1007/s10489-023-04504-9 |
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2022 Journal Article Anomal-E: A self-supervised network intrusion detection system based on graph neural networksCaville, Evan, Lo, Wai Weng, Layeghy, Siamak and Portmann, Marius (2022). Anomal-E: A self-supervised network intrusion detection system based on graph neural networks. Knowledge-Based Systems, 258 110030, 1-11. doi: 10.1016/j.knosys.2022.110030 |
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2022 Journal Article Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion DetectionSarhan, Mohanad, Layeghy, Siamak and Portmann, Marius (2022). Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection. Big Data Research, 30 100359, 1-9. doi: 10.1016/j.bdr.2022.100359 |
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2022 Journal Article Cyber threat intelligence sharing scheme based on federated learning for network intrusion detectionSarhan, Mohanad, Layeghy, Siamak, Moustafa, Nour and Portmann, Marius (2022). Cyber threat intelligence sharing scheme based on federated learning for network intrusion detection. Journal of Network and Systems Management, 31 (1) 3. doi: 10.1007/s10922-022-09691-3 |
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2022 Journal Article HBFL: a hierarchical blockchain-based federated learning framework for collaborative IoT intrusion detectionSarhan, Mohanad, Lo, Wai Weng, Layeghy, Siamak and Portmann, Marius (2022). HBFL: a hierarchical blockchain-based federated learning framework for collaborative IoT intrusion detection. Computers and Electrical Engineering, 103 108379, 1-17. doi: 10.1016/j.compeleceng.2022.108379 |
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2022 Journal Article Local reference free in-field calibration of low cost air pollution monitoring sensorsGhosh, Sushmita, Das, Payali, De, Swades, Chatterjee, Shouri and Portmann, Marius (2022). Local reference free in-field calibration of low cost air pollution monitoring sensors. IEEE Transactions on Instrumentation and Measurement, 71 2517613, 1-13. doi: 10.1109/tim.2022.3203446 |
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2021 Journal Article Edge intelligence framework for data-driven dynamic priority sensing and transmissionGhosh, Sushmita, De, Swades, Chatterjee, Shouri and Portmann, Marius (2021). Edge intelligence framework for data-driven dynamic priority sensing and transmission. IEEE Transactions on Green Communications and Networking, 6 (1), 376-390. doi: 10.1109/TGCN.2021.3136139 |
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2021 Journal Article Towards a standard feature set for network intrusion detection system datasetsSarhan, Mohanad, Layeghy, Siamak and Portmann, Marius (2021). Towards a standard feature set for network intrusion detection system datasets. Mobile Networks and Applications, 27 (1), 357-370. doi: 10.1007/s11036-021-01843-0 |
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2021 Journal Article Task scheduling for energy harvesting-based IoT: a survey and critical analysisSandhu, Muhammad Moid, Khalifa, Sara, Jurdak, Raja and Portmann, Marius (2021). Task scheduling for energy harvesting-based IoT: a survey and critical analysis. IEEE Internet of Things Journal, 8 (18) 9446528, 13825-13848. doi: 10.1109/JIOT.2021.3086186 |
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2021 Journal Article Deep learning-based cattle behaviour classification using joint time-frequency data representationHosseininoorbin, Seyedehfaezeh, Layeghy, Siamak, Kusy, Brano, Jurdak, Raja, Bishop-Hurley, Greg J., Greenwood, Paul L and Portmann, Marius (2021). Deep learning-based cattle behaviour classification using joint time-frequency data representation. Computers and Electronics in Agriculture, 187 106241, 106241. doi: 10.1016/j.compag.2021.106241 |
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2021 Journal Article Learning-based adaptive sensor selection framework for multi-sensing WSNGhosh, Sushmita, De, Swades, Chatterjee, Shouri and Portmann, Marius (2021). Learning-based adaptive sensor selection framework for multi-sensing WSN. IEEE Sensors Journal, 21 (12) 9388700, 13551-13563. doi: 10.1109/jsen.2021.3069264 |
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2020 Journal Article P-SCOR: integration of constraint programming orchestration and programmable data planeMelis, Andrea, Layeghy, Siamak, Berardi, Davide, Portmann, Marius, Prandini, Marco and Callegati, Franco (2020). P-SCOR: integration of constraint programming orchestration and programmable data plane. IEEE Transactions on Network and Service Management, 18 (1) 9311177, 1-1. doi: 10.1109/tnsm.2020.3048277 |
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2020 Journal Article Network traffic control for multi-homed end-hosts via SDNAl-Najjar, Anees, Khan, Furqan Hameed and Portmann, Marius (2020). Network traffic control for multi-homed end-hosts via SDN. IET Communications, 14 (19), 3312-3323. doi: 10.1049/iet-com.2020.0335 |
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2020 Journal Article Joint QoS-control and handover optimization in backhaul aware SDN-based LTE networksKhan, Furqan Hameed and Portmann, Marius (2020). Joint QoS-control and handover optimization in backhaul aware SDN-based LTE networks. Wireless Networks, 26 (4), 2707-2729. doi: 10.1007/s11276-019-02021-7 |
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2020 Journal Article MAC-layer rate control for 802.11 networks: a surveyYin, Wei, Hu, Peizhao, Indulska, Jadwiga, Portmann, Marius and Mao, Ying (2020). MAC-layer rate control for 802.11 networks: a survey. Wireless Networks, 26 (5), 3793-3830. doi: 10.1007/s11276-020-02295-2 |
