CSE-IDS: Using cost-sensitive deep learning and ensemble algorithms to handle class imbalance in network-based intrusion detection systems

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

SMOTE: Synthetic Minority Over-sampling Technique

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Computing, Computer Science, Data Science +12

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

Computing, Computer Science, Data Science +16

Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization

Iman Sharafaldin, Arash Habibi Lashkari, Ali A. Ghorbani · 2018 · 4.3K citations · Full text

Computing, Computer Engineering, Computer Science +14

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Justin Johnson, Taghi M. Khoshgoftaar · Journal Of Big Data · 2019 · 2.8K citations · Full text

Computing, Computer Science, Artificial Intelligence +11