A novel weighted support vector machines multiclass classifier based on differential evolution for intrusion detection systems.
Abdulla Amin AburommanMamun Bin Ibne ReazPublished in: Inf. Sci. (2017)
Keyphrases
- differential evolution
- multi class
- intrusion detection system
- large margin classifiers
- intrusion detection
- support vector
- support vector machine
- evolutionary algorithm
- multi class classification
- optimization algorithm
- convergence speed
- anomaly detection
- differential evolution algorithm
- particle swarm optimization
- binary classification
- premature convergence
- genetic algorithm
- multiclass problems
- mutation operator
- pairwise
- feature selection
- multiclass classification
- cost sensitive
- computer systems
- data mining techniques
- crossover operator
- soft margin
- binary classifiers
- neural network
- training data
- generalization ability
- pso algorithm
- radial basis function
- machine learning
- dimensionality reduction
- classification accuracy