A practical intrusion detection system based on denoising autoencoder and LightGBM classifier with improved detection performance.
Sheikh Abdul Hameed AyubkhanWun-She YapEzra MorrisMumtaj Begam Kasim RawtharPublished in: J. Ambient Intell. Humaniz. Comput. (2023)
Keyphrases
- intrusion detection system
- denoising
- anomaly detection
- intrusion detection
- attack detection
- network attacks
- network security
- normal behavior
- network intrusion detection systems
- misuse detection
- distributed intrusion detection
- network intrusion detection
- computer networks
- network traffic
- image denoising
- computer systems
- image processing
- feature selection
- real world
- normal traffic
- computer security
- false positives
- learning algorithm
- detection rate
- dimensionality reduction
- alert correlation
- feature space
- data mining techniques
- pattern recognition
- training data
- decision trees
- detection algorithm