Evaluating the Possibility of Evasion Attacks to Machine Learning-Based Models for Malicious PowerShell Detection.
Yuki MezawaMamoru MimuraPublished in: ISPEC (2022)
Keyphrases
- machine learning
- countermeasures
- machine learning methods
- computer vision
- model selection
- detection algorithm
- learning tasks
- probabilistic model
- normal traffic
- statistical models
- automatic detection
- detect malicious
- detecting malicious
- machine learning approaches
- learning models
- statistical methods
- false positives
- network traffic
- text classification
- malicious users
- malicious behavior
- object detection
- insider attacks
- active learning
- pattern recognition