Low Cost Online Network Traffic Measurement With Subspace-Based Matrix Completion
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Network Science and Engineering"
DOI: 10.1109/tnse.2022.3201624
Abstract: Traffic Matrix (TM) is important for network operation and management. However, it is hard to measure the complete TM due to the high measurement cost. Few recent studies propose using sparse measurement with only a… read more here.
Keywords: matrix completion; network; cost; online network ... See more keywords
Adaptive and Reinforcement Learning Approaches for Online Network Monitoring and Analysis
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Network and Service Management"
DOI: 10.1109/tnsm.2020.3037486
Abstract: Network-monitoring data commonly arrives in the form of fast and changing data streams. Continuous and dynamic learning is an effective learning strategy when dealing with such data, where concept drifts constantly occur. We propose different… read more here.
Keywords: learning approaches; network monitoring; stream based; network ... See more keywords