Resource needs prediction in virtualized systems: Generic proactive and self-adaptive solution. - Souhila Benmakrelouf; Nadjia Kara; Hanine Tout; Rafi Rabipour; Claes Edstrom (J. Netw. Comput. Appl., 2019)

FASTSCALE: A fast and scalable evolutionary algorithm for the joint placement and chaining of virtualized services. - Laaziz Lahlou; Nadjia Kara; Rafi Rabipour; Claes Edstrom; Yves Lemieux (J. Netw. Comput. Appl., 2019)

MAPLE: A Machine Learning Approach for Efficient Placement and Adjustment of Virtual Network Functions. - Omar Abdel Wahab 001; Nadjia Kara; Claes Edstrom; Yves Lemieux (J. Netw. Comput. Appl., 2019)

Cheetah: A fast unsupervised learning technique to provision next generation network services. - Laaziz Lahlou; Nadjia Kara; Mohssine Arouch; Claes Edstrom (WOC@Middleware, 2020)

Abnormal behavior detection using resource level to service level metrics mapping in virtualized systems. - Souhila Benmakrelouf; Cédric St-Onge; Nadjia Kara; Hanine Tout; Claes Edstrom; Yves Lemieux (Future Gener. Comput. Syst., 2020)

Detection of time series patterns and periodicity of cloud computing workloads. - Cédric St-Onge; Nadjia Kara; Omar Abdel Wahab 001; Claes Edstrom; Yves Lemieux (Future Gener. Comput. Syst., 2020)

MuSC: A multi-stage service chains embedding approach. - Imane El Mensoum; Omar Abdul Wahab; Nadjia Kara; Claes Edstrom (J. Netw. Comput. Appl., 2020)

Generic SDE and GA-based workload modeling for cloud systems. - Cédric St-Onge; Souhila Benmakrelouf; Nadjia Kara; Hanine Tout; Claes Edstrom; Rafi Rabipour (J. Cloud Comput., 2021)

SLO-aware dynamic self-adaptation of resources. - Mirna Awad; Nadjia Kara; Claes Edstrom (Future Gener. Comput. Syst., 2022)

DAVINCI: online and Dynamic Adaptation of eVolvable vIrtual Network services over Cloud Infrastructures. - Laaziz Lahlou; Nadjia Kara; Claes Edstrom (Future Gener. Comput. Syst., 2022)

RAFALE: Rethinking the provisioning of virtuAl network services using a Fast and scAlable machine LEarning approach. - Hanan Suwi; Laaziz Lahlou; Nadjia Kara; Claes Edstrom (J. Supercomput., 2022)

VALKYRIE: a suite of topology-aware clustering approaches for cloud-based virtual network services. - Imane El Mansoum; Laaziz Lahlou; Fawaz A. Khasawneh; Nadjia Kara; Claes Edstrom (J. Supercomput., 2023)

NFVLearn: A multi-resource, long short-term memory-based virtual network function resource usage prediction architecture. - Cédric St-Onge; Nadjia Kara; Claes Edstrom (Softw. Pract. Exp., 2023)

Multivariate outlier filtering for A-NFVLearn: an advanced deep VNF resource usage forecasting technique. - Cédric St-Onge; Nadjia Kara; Claes Edstrom (J. Supercomput., 2023)

Offline and Real-Time Policy-based Management for Virtualized Services: Conflict and Redundancy Detection, and Automated Resolution. - Hanan Suwi; Nadjia Kara; Omar Abdul Wahab; Claes Edstrom; Yves Lemieux (J. Netw. Syst. Manag., 2024)