Effect of Balancing Data Using Synthetic Data on the Performance of Machine Learning Classifiers for Intrusion Detection in Computer Networks.
Ayesha S. DinaA. B. SiddiqueD. ManivannanPublished in: CoRR (2022)
Keyphrases
- synthetic data
- intrusion detection
- computer networks
- intrusion detection system
- network security
- data sets
- network traffic
- machine learning
- data analysis
- data mining techniques
- training data
- network intrusion detection
- anomaly detection
- network intrusion
- database
- data sources
- feature selection
- real world
- computer systems
- knowledge discovery
- support vector
- reinforcement learning
- decision trees
- communication networks
- synthetic datasets
- information systems
- cyber security
- normal behavior