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Zhipeng Liu

2 papers indexed

crossrefElectronics2021-07-21Cited by 17

Secure Cyber Defense: An Analysis of Network Intrusion-Based Dataset CCD-IDSv1 with Machine Learning and Deep Learning Models

Niraj Thapa, Zhipeng Liu, Addison Shaver, Albert Esterline, Balakrishna Gokaraju, Kaushik Roy

Anomaly detection and multi-attack classification are major concerns for cyber defense. Several publicly available datasets have been used extensively for the evaluation of Intrusion Detection Systems (IDSs). However, most of the publicly available datasets may not contain attack…

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crossrefFuture Internet2020-09-30Cited by 101

Comparison of Machine Learning and Deep Learning Models for Network Intrusion Detection Systems

Niraj Thapa, Zhipeng Liu, Dukka B. KC, Balakrishna Gokaraju, Kaushik Roy

The development of robust anomaly-based network detection systems, which are preferred over static signal-based network intrusion, is vital for cybersecurity. The development of a flexible and dynamic security system is required to tackle the new attacks. Current intrusion detect…

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