2019
DOI: 10.1007/978-3-030-29407-6_46
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Necessary Information to Know to Solve Class Imbalance Problem: From a User’s Perspective

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Cited by 3 publications
(1 citation statement)
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“…Data imbalance is a common feature of realistic, complex network systems; there are plenty of data samples for majority-class attacks and routine traffic but few examples for minority-class attacks. Due to their incapacity to comprehend the characteristics of minority attack classes, traditional NIDS models have poor detection accuracy and even fail to identify attacks using minority-class sample attacks, jeopardizing network security [46].…”
Section: Related Workmentioning
confidence: 99%
“…Data imbalance is a common feature of realistic, complex network systems; there are plenty of data samples for majority-class attacks and routine traffic but few examples for minority-class attacks. Due to their incapacity to comprehend the characteristics of minority attack classes, traditional NIDS models have poor detection accuracy and even fail to identify attacks using minority-class sample attacks, jeopardizing network security [46].…”
Section: Related Workmentioning
confidence: 99%