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• W2899235912 abstract "Existing machine learning solutions for network-based intrusion detection cannot maintain their reliability over time when facing high-speed networks and evolving attacks. In this paper, we propose BigFlow, an approach capable of processing evolving network traffic while being scalable to large packet rates. BigFlow employs a verification method that checks if the classifier outcome is valid in order to provide reliability. If a suspicious packet is found, an expert may help BigFlow to incrementally change the classification model. Experiments with BigFlow, over a network traffic dataset spanning a full year, demonstrate that it can maintain high accuracy over time. It requires as little as 4% of storage and between 0.05% and 4% of training time, compared with other approaches. BigFlow is scalable, coping with a 10-Gbps network bandwidth in a 40-core cluster commodity hardware." @default.
• W2899235912 created "2018-11-09" @default.
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• W2899235912 date "2019-04-01" @default.
• W2899235912 modified "2023-10-14" @default.
• W2899235912 title "BigFlow: Real-time and reliable anomaly-based intrusion detection for high-speed networks" @default.
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• W2899235912 doi "https://doi.org/10.1016/j.future.2018.09.051" @default.
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