Evaluating ML-based DDoS Detection with Grid Search Hyperparameter Optimization.
Odnan Ref SanchezMatteo RepelloAlessandro CarregaRaffaele BollaPublished in: NetSoft (2021)
Keyphrases
- grid search
- hyperparameters
- cross validation
- random forest
- generalization ability
- maximum likelihood
- support vector machine
- model selection
- random search
- gaussian process
- bilevel programming
- support vector regression
- meta learning
- parameter values
- parameter optimization
- em algorithm
- random sampling
- bayesian inference
- bayesian framework
- training set
- maximum a posteriori
- sample size
- gaussian processes
- learning algorithm
- noise level
- missing values
- optimality conditions
- closed form
- ddos attacks
- convex programming
- decision trees
- machine learning
- fold cross validation
- training data
- active learning
- incomplete data
- support vector machine svm
- optimization algorithm
- ensemble methods
- neural network
- learning tasks