Articles with "flow classification" as a keyword



Incremental federated learning for traffic flow classification in heterogeneous data scenarios

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Published in 2024 at "Neural Computing and Applications"

DOI: 10.1007/s00521-024-10281-4

Abstract: This paper explores the comparative analysis of federated learning (FL) and centralized learning (CL) models in the context of multi-class traffic flow classification for network applications, a timely study in the context of increasing privacy… read more here.

Keywords: traffic flow; federated learning; flow classification; traffic ... See more keywords