Federated Transfer Component Analysis Towards Effective VNF ProfilingXunzheng ZhangB, Shadi Moazzeni, Juan Marcelo Parra-Ullauri, Reza Nejabati, Dimitra Simeonidouhttps://arxiv.org/abs/2404.17553
Federated Transfer Component Analysis Towards Effective VNF ProfilingThe increasing concerns of knowledge transfer and data privacy challenge the traditional gather-and-analyse paradigm in networks. Specifically, the intelligent orchestration of Virtual Network Functions (VNFs) requires understanding and profiling the resource consumption. However, profiling all kinds of VNFs is time-consuming. It is important to consider transferring the well-profiled VNF knowledge to other lack-profiled VNF types while keeping data private. To this end, this paper proposes a F…