![]() ![]() Some are also lacking feature set and metadata.ĬICIDS2017 dataset contains benign and the most up-to-date common attacks, which resembles the true real-world data (PCAPs). Some of these datasets suffer from the lack of traffic diversity and volumes, some do not cover the variety of known attacks, while others anonymize packet payload data, which cannot reflect the current trends. Our evaluations of the existing eleven datasets since 1998 show that most are out of date and unreliable. Due to the lack of reliable test and validation datasets, anomaly-based intrusion detection approaches are suffering from consistent and accurate performance evolutions. Intrusion Detection Systems (IDSs) and Intrusion Prevention Systems (IPSs) are the most important defense tools against the sophisticated and ever-growing network attacks. Intrusion Detection Evaluation Dataset (CIC-IDS2017)
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