Optimized Computing and Communications (OC2) LabWestern Engineering

2020

  1. Moubayed, A., Injadat, M., & Shami, A. (2020). Optimized random forest model for botnet detection based on DNS queries. arXiv preprint arXiv:2012.11326.
  2. Injadat, M., Moubayed, A., & Shami, A. (2020). Detecting botnet attacks in IoT environments: an optimized machine learning approach. arXiv preprint arXiv:2012.11325.
  3. Injadat, M., Moubayed, A., Nassif, A.B. et al. Multi-split optimized bagging ensemble model selection for multi-class educational data mining. Appl Intell 50, 4506–4528 (2020).
  4. Yang, L., & Shami, A. (2020). On hyperparameter optimization of machine learning algorithms: Theory and practice. Neurocomputing, 415, 295-316.
  5. Manias D.M., Hawilo H., Shami A. (2021) A Machine Learning-Based Migration Strategy for Virtual Network Function Instances. In: Arai K., Kapoor S., Bhatia R. (eds) Proceedings of the Future Technologies Conference (FTC) 2020, Volume 3. FTC 2020. Advances in Intelligent Systems and Computing, vol 1290. Springer, Cham.
  6. T. Tayeh, S. Aburakhia, R. Myers and A. Shami, "Distance-Based Anomaly Detection for Industrial Surfaces Using Triplet Networks," 2020 11th IEEE Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), Vancouver, BC, Canada, 2020, pp. 0372-0377.
  7. S. Aburakhia, T. Tayeh, R. Myers and A. Shami, "A Transfer Learning Framework for Anomaly Detection Using Model of Normality," 2020 11th IEEE Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON), Vancouver, BC, Canada, 2020, pp. 0055-0061.
  8. A. Moubayed, A. Shami, P. Heidari, A. Larabi and R. Brunner, "Cost-optimal V2X Service Placement in Distributed Cloud/Edge Environment," 2020 16th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), Thessaloniki, Greece, 2020, pp. 1-6.
  9. D. M. Manias and A. Shami, "The Need for Advanced Intelligence in NFV Management and Orchestration," in IEEE Network.
  10. A. Saci, A. Al-Dweik and A. Shami, "Direct Data Detection of OFDM Signals Over Wireless Channels," in IEEE Transactions on Vehicular Technology, vol. 69, no. 11, pp. 12432-12448, Nov. 2020.
  11. A. Moubayed, T. Ahmed, A. Haque and A. Shami, "Machine Learning Towards Enabling Spectrum-as-a-Service Dynamic Sharing," 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), London, ON, Canada, 2020, pp. 1-6.
  12. M. Injadat, A. Moubayed, A. B. Nassif and A. Shami, "Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection," in IEEE Transactions on Network and Service Management.
  13. A. Moubayed, E. Aqeeli and A. Shami, "Ensemble-based Feature Selection and Classification Model for DNS Typo-squatting Detection," 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), London, ON, Canada, 2020, pp. 1-6.
  14. Injadat, M., Moubayed, A., Nassif, A. B., & Shami, A. (2020). Systematic ensemble model selection approach for educational data mining. Knowledge-Based Systems, 200, 105992.
  15. Souihi, S., Bitam, S., Mellouk, A., Abreu, T., Hoceini, S., Fowler, S., ... & Shami, A. (2020). Smart communications for autonomous systems in network technologies.
  16. A. Moubayed and A. Shami, "Softwarization, Virtualization, & Machine Learning For Intelligent & Effective V2X Communications," in IEEE Intelligent Transportation Systems Magazine.
  17. I. Shaer, A. Haque and A. Shami, "Multi-Component V2X Applications Placement in Edge Computing Environment," ICC 2020 - 2020 IEEE International Conference on Communications (ICC), Dublin, Ireland, 2020, pp. 1-6.
  18. I. Tamim, M. Jammal, H. Hawilo and A. Shami, "Introducing Virtual Security Functions into Latency-aware Placement for NFV Applications," ICC 2020 - 2020 IEEE International Conference on Communications (ICC), Dublin, Ireland, 2020, pp. 1-7.
  19. D. M. Manias, H. Hawilo, M. Jammal and A. Shami, "Depth-Optimized Delay-Aware Tree (DO-DAT) for Virtual Network Function Placement," in IEEE Networking Letters, vol. 2, no. 3, pp. 149-153, Sept. 2020.
  20. Abdallah Moubayed, Mohammadnoor Injadat, Abdallah Shami & Hanan Lutfiyya (2020) Student Engagement Level in an e-Learning Environment: Clustering Using K-means, American Journal of Distance Education, 34:2, 137-156.
  21. J. Singh, A. Refaey and A. Shami, "Multilevel Security Framework for NFV Based on Software Defined Perimeter," in IEEE Network, vol. 34, no. 5, pp. 114-119, September/October 2020.
  22. E. Uchiteleva, A. R. Hussein and A. Shami, "Lightweight Dynamic Group Rekeying for Low-Power Wireless Networks in IIoT," in IEEE Internet of Things Journal, vol. 7, no. 6, pp. 4972-4986, June 2020.
  23. A. Moubayed, A. Shami, P. Heidari, A. Larabi and R. Brunner, "Edge-enabled V2X Service Placement for Intelligent Transportation Systems," in IEEE Transactions on Mobile Computing.
  24. S. Zimmo, A. Refaey and A. Shami, "Trusted Boot for Embedded Systems Using Hypothesis Testing Benchmark," 2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE), London, ON, Canada, 2020, pp. 1-2.
  25. M Jammal, A Kanso, A Shami, "High availability-aware optimization digest for applications deployment in cloud'" 2015 IEEE International Conference on Communications (ICC), 6822-6828, 2015. pdf  
  26. T Yu, X Wang, A Shami, "UAV-enabled spatial data sampling in large-scale IoT systems using denoising autoencoder neural network," IEEE Internet of Things Journal 6 (2), 1856-1865, 2018 pdf 
  27. MA Sharkh, A Shami, "An evergreen cloud: Optimizing energy efficiency in heterogeneous cloud computing architectures," Vehicular Communications 9, 199-210, 2017   pdf 
  28. Y Chi, X Li, X Wang, VCM Leung, A Shami, "A fairness-aware pricing methodology for revenue enhancement in service cloud infrastructure," IEEE Systems Journal 11 (2), 1006-1017, 2015 pdf 
  29. M Jammal, A Kanso, P Heidari, A Shami, "Availability analysis of cloud deployed applications," 2016 IEEE International Conference on Cloud Engineering (IC2E), 234-235, 2016. pdf  
  30. M Jammal, A Kanso, P Heidari, A Shami, A formal model for the availability analysis of cloud deployed multi-tiered applications," 2016 IEEE International Conference on Cloud Engineering Workshop (IC2EW), 82-87, 2016 pdf
  31. M Jammal, H Hawilo, A Kanso, A Shami, "ACE: Availability-aware CloudSim extension," IEEE Transactions on Network and Service Management 15 (4), 1586-1599, 2018. pdf 
  32. M Jammal, H Hawilo, A Kanso, A Shami, "Generic input template for cloud simulators: A case study of CloudSim," Software: Practice and Experience, 2018. pdf 
  33. E Uchiteleva, AR Hussein, A Shami, "Lightweight Dynamic Group Rekeying for Low-Power Wireless Networks in IIoT, "IEEE Internet of Things Journal 7 (6), 4972-4986, 2020. pdf 
  34. P Heidari, H Boucheneb, A Shami, "A formal approach for QoS assurance in the cloud," 2015 IEEE 7th International Conference on Cloud Computing Technology and …, 2015. pdf