SwiftIDS: Real-time intrusion detection system based on LightGBM and parallel intrusion detection mechanism

MapReduce

Sanjay Ghemawat · Communications of the ACM · 2008 · 18.4K citations · Full text

Cluster Computing, Engineering, Computer Architecture +16

LightGBM: A Highly Efficient Gradient Boosting Decision Tree

Guolin Ke, Qi Meng, Thomas Finley et al. · HAL (Le Centre pour la Communication Scientifique Directe) · 2017 · 9.5K citations · Full text

Artificial Intelligence, Engineering, Machine Learning +19

Extreme Learning Machine for Regression and Multiclass Classification

Guang-Bin Huang, Hongming Zhou, Xiaojian Ding et al. · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics) · 2011 · 5.5K citations

Support Vector Machine, Classification Method, Engineering +14

A detailed analysis of the KDD CUP 99 data set

Mahbod Tavallaee, Ebrahim Bagheri, Wei Lu et al. · 2009 · 4.6K citations

Anomaly Detection, Engineering, Information Security +25

Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization

Iman Sharafaldin, Arash Habibi Lashkari, Ali A. Ghorbani · 2018 · 3.9K citations · Full text

Ddos Detection, Engineering, Data Science +14