Identifying Malicious DNS Tunnel Tools from DoH Traffic Using Hierarchical Machine Learning Classification.
Rikima MitsuhashiAkihiro SatohYong JinKatsuyoshi IidaTakahiro ShinagawaYoshiaki TakaiPublished in: ISC (2021)
Keyphrases
- machine learning
- pattern recognition
- text classification
- machine learning methods
- decision trees
- machine learning algorithms
- supervised machine learning
- feature selection
- hierarchical classification
- support vector machine
- classification accuracy
- support vector
- classification scheme
- model selection
- feature extraction
- machine learning approaches
- training set
- learning systems
- support vector machine svm
- supervised learning
- classification method
- malicious behavior
- natural language processing
- image classification
- unsupervised learning
- traffic flow
- computer vision
- classification algorithm
- learning algorithm
- learning tasks
- pattern classification
- classification models
- software tools
- traffic congestion
- high speed
- neural network
- text mining
- information extraction
- active learning
- feature space
- preprocessing
- reinforcement learning
- artificial intelligence
- data mining