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2022 Conference Publication E-GraphSAGE: a graph neural network based intrusion detection system for IoTLo, Wai Weng, Layeghy, Siamak, Sarhan, Mohanad, Gallagher, Marcus and Portmann, Marius (2022). E-GraphSAGE: a graph neural network based intrusion detection system for IoT. NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, Budapest, Hungary, 25-29 April 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/noms54207.2022.9789878 |
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2021 Conference Publication NetFlow datasets for machine learning-based network intrusion detection systemsSarhan, Mohanad, Layeghy, Siamak, Moustafa, Nour and Portmann, Marius (2021). NetFlow datasets for machine learning-based network intrusion detection systems. 10th EAI International Conference, BDTA 2020 and 13th EAI International Conference on Wireless Internet, WiCON 2020, Virtual Event, 11 December 2020. Cham, Switzerland: Springer Science and Business Media Deutschland GmbH. doi: 10.1007/978-3-030-72802-1_9 |
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2024 Conference Publication Towards Explainable Network Intrusion Detection using Large Language ModelsHoussel, Paul R. B., Singh, Priyanka, Layeghy, Siamak and Portmann, Marius (2024). Towards Explainable Network Intrusion Detection using Large Language Models. IEEE. doi: 10.1109/bdcat63179.2024.00021 |
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2023 Conference Publication DOC-NAD: A hybrid deep one-class classifier for network anomaly detectionSarhan, Mohanad, Kulatilleke, Gayan, Lo, Wai Weng, Layeghy, Siamak and Portmann, Marius (2023). DOC-NAD: A hybrid deep one-class classifier for network anomaly detection. 23rd International Symposium on Cluster, Cloud and Internet Computing Workshops (CCGridW), Bangalore, India, 1 - 4 May 2023. Piscataway, NJ, United States: IEEE. doi: 10.1109/ccgridw59191.2023.00016 |
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2022 Conference Publication Network intrusion detection system in a light bulbManocchio, Liam Daly, Layeghy, Siamak and Portmann, Marius (2022). Network intrusion detection system in a light bulb. 32nd International Telecommunication Networks and Applications Conference (ITNAC), Wellington, New Zealand, 30 November- 2 December 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/itnac55475.2022.9998371 |
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2022 Conference Publication Graph neural network-based android malware classification with jumping knowledgeLo, Wai Weng, Layeghy, Siamak, Sarhan, Mohanad, Gallagher, Marcus and Portmann, Marius (2022). Graph neural network-based android malware classification with jumping knowledge. 2022 IEEE Conference on Dependable and Secure Computing (DSC), Edinburgh, United Kingdom, 22-24 June 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/dsc54232.2022.9888878 |
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2021 Conference Publication FlowGAN - Synthetic Network Flow Generation using Generative Adversarial NetworksManocchio, Liam Daly, Layeghy, Siamak and Portmann, Marius (2021). FlowGAN - Synthetic Network Flow Generation using Generative Adversarial Networks. International Conference on Computational Science and Engineering (CSE), Shenyang, China, 20-22 October 2021. Piscataway, NJ, United States: IEEE. doi: 10.1109/cse53436.2021.00033 |
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2021 Conference Publication Scaling Spectrogram Data Representation for Deep Learning on Edge TPUHosseininoorbin, Seyedehfaezeh, Layeghy, Siamak, Kusy, Brano, Jurdak, Raja and Portmann, Marius (2021). Scaling Spectrogram Data Representation for Deep Learning on Edge TPU. 2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops), Kassel, Germany, 22-26 March 2021. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers Inc.. doi: 10.1109/PerComWorkshops51409.2021.9431041 |
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2019 Conference Publication Enhancing quality of experience of VoIP traffic in SDN based end-hostsAl-Najjar, Anees, Layeghy, Siamak, Portmann, Marius and Indulska, Jadwiga (2019). Enhancing quality of experience of VoIP traffic in SDN based end-hosts. 28th International Telecommunication Networks and Applications Conference, ITNAC 2018, Sydney, NSW Australia, 21-23 November 2018. New York, NY USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/ATNAC.2018.8615286 |
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2017 Conference Publication Link capacity estimation in SDN-based end-hostsAl-Najjar, Anees, Pakzad, Farzaneh, Layeghy, Siamak and Portmann, Marius (2017). Link capacity estimation in SDN-based end-hosts. 10th International Conference on Signal Processing and Communication Systems, ICSPCS 2016, Surfers Paradise, QLD, Australia, 19 - 21 December 2016. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ICSPCS.2016.7843372 |
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2017 Conference Publication Experimental evaluation of the impact of DoS attacks in SDNAlharbi, Talal, Layeghy, Siamak and Portmann, Marius (2017). Experimental evaluation of the impact of DoS attacks in SDN. 27th International Telecommunication Networks and Applications Conference (ITNAC), Melbourne, Australia, 22-24 November 2017. Piscataway, NJ, United States: IEEE. |
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2017 Conference Publication Evaluation of Mininet-WiFi integration via ns-3Pakzad, Farzaneh, Layeghy, Siamak and Portmann, Marius (2017). Evaluation of Mininet-WiFi integration via ns-3. 26th International Telecommunication Networks and Applications Conference, ITNAC 2016, Dunedin, New Zealand, 7 - 9 December 2016. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ATNAC.2016.7878816 |
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2016 Conference Publication Pushing SDN to the end-host, network load balancing using OpenFlowAl-Najjar, Anees, Layeghy, Siamak and Portmann, Marius (2016). Pushing SDN to the end-host, network load balancing using OpenFlow. 13th IEEE International Conference on Pervasive Computing and Communication Workshops, PerCom Workshops 2016, Sydney, NSW, Australia, 14-18 March 2016. NEW YORK: Institute of Electrical and Electronics Engineers. doi: 10.1109/PERCOMW.2016.7457129 |
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2016 Conference Publication SCOR: constraint programming based northbound interface for SDNLayeghy, Siamak, Pakzad, Farzaneh and Portmann, Marius (2016). SCOR: constraint programming based northbound interface for SDN. International Telecommunication Networks and Applications Conference, ITNAC, Dunedin, New Zealand, 7-9 December 2016. Piscataway, NJ, United States: IEEE. doi: 10.1109/ATNAC.2016.7878788 |
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2014 Conference Publication Non-invasive monitoring of fetal movements using time-frequency features of accelerometryLayeghy, Siamak, Azemi, Ghasem, Colditz, Paul and Boashash, Boualem (2014). Non-invasive monitoring of fetal movements using time-frequency features of accelerometry. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014), Florence, Italy, 4-9 May 2014. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ICASSP.2014.6854429 |
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2014 Conference Publication Classification of fetal movement accelerometry through time-frequency featuresLayeghy, Siamak, Azemi, Ghasem, Colditz, Paul and Boashash, Boualem (2014). Classification of fetal movement accelerometry through time-frequency features. International Conference on Signal Processing and Communication Systems (ICSPCS), Gold Coast, QLD, Australia, 15-17 December 2014. Piscataway, NJ, United States: IEEE. doi: 10.1109/ICSPCS.2014.7021055 |
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2012 Conference Publication A passive DSP approach to fetal movement detection for monitoring fetal healthKhlif, Mohamed Salah H., Boashash, Boualem, Layeghy, Siamak, Ben-Jabeur, Taoufik, Colditz, Paul B. and East, Christine (2012). A passive DSP approach to fetal movement detection for monitoring fetal health. 2012 11th International Conference on Information Science, Signal Processing and their Applications (ISSPA), Montreal, Canada, 2-5 July 2012. Piscataway, NJ, Australia: IEEE. doi: 10.1109/ISSPA.2012.6310647 |
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2012 Conference Publication EEG amplitude and correlation spatial decay analysis for neonatal head modellingOdabaee, Maryam, Layeghy, Siamak, Mesbah, Mostefa, Azemi, Ghasem, Boashash, Boualem, Colditz, Paul and Vanhatalo, Sampsa (2012). EEG amplitude and correlation spatial decay analysis for neonatal head modelling. 11th International Conference on Information Science, Signal Processing and their Applications, ISSPA 2012, Montreal, QC Canada, 2 - 5 July 2012. Piscataway, NJ United States: I E E E. doi: 10.1109/ISSPA.2012.6310679 |
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2011 Conference Publication A time frequency approach to CFAR detectionLayeghy, S., Odabaee, M., Khlif, M.S. and Amindavar, H.R. (2011). A time frequency approach to CFAR detection. 11th IEEE International Symposium on Signal Processing and Information Technology (ISSPIT 2011), Bilbao, Spain, 14-17 December 2011. Piscataway, NJ, United States: IEEE. doi: 10.1109/ISSPIT.2011.6151565 |
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2011 Conference Publication Time-Frequency Characterization of Tri-Axial Accelerometer Data for Fetal Movement DetectionKhlif, M.S., Boashash, B., Layeghy, S., Ben-Jabeur, T., Mesbah, M., East, C. and Colditz, P. (2011). Time-Frequency Characterization of Tri-Axial Accelerometer Data for Fetal Movement Detection. IEEE International Symposium on Signal Processing and Information Technology (ISSPIT), Bilbao, Spain, 14-17 December 2011. Piscataway, NJ, United States: IEEE. doi: 10.1109/ISSPIT.2011.6151607 |
