An effective cost-sensitive sparse online learning framework for imbalanced streaming data classification and its application to online anomaly detection

Author:

Chen ZhongORCID,Sheng VictorORCID,Edwards Andrea,Zhang KunORCID

Funder

Army Research Office

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Hardware and Architecture,Human-Computer Interaction,Information Systems,Software

Reference42 articles.

1. Poggio T, Voinea S, Rosasco L (2011) Online learning, stability, and stochastic gradient descent. CoRR abs/1105.4701

2. Ma Y, Zheng T (2017) Stabilized sparse online learning for sparse data. J Mach Learn Res 18(1):4773–4808

3. Duchi J, Singer Y (2009) Efficient online and batch learning using forward backward splitting. J Mach Learn Res 10:2899–2934

4. Langford J, Li L, Zhang T (2009) Sparse online learning via truncated gradient. In: Proceedings of advances in neural information processing systems, pp 905–912

5. Zhang Q, Zhang P, Long G, Ding W, Zhang C, Wu X (2015) Towards mining trapezoidal data streams. In: IEEE international conference on data mining, pp 1111–1116

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