Zheng Huo

Fed-UserPro: A user profile construction method based on federated learning

2022 · Applied Mathematics and Nonlinear Sciences

Abstract User profiles constructed using vast network behaviour data are widely used in various fields. However, data island and central server capacity problems limit the implementation of centralised big data training. This paper proposes a …

Online Support Vector Machine with a Single Pass for Streaming Data

2022 · Mathematics

In this paper, we focus on training a support vector machine (SVM) online with a single pass over streaming data.Traditional batch-mode SVMs require previously prepared training data; these models may be unsuitable for streaming data …