Shifting Left for Machine Learning: An Empirical Study of Security Weaknesses in Supervised Learning-based Projects.
Farzana Ahamed BhuiyanStacy J. ProwellHossain ShahriarFan WuAkond RahmanPublished in: COMPSAC (2022)
Keyphrases
- supervised learning
- machine learning
- learning tasks
- unsupervised learning
- supervised machine learning
- semi supervised learning
- learning algorithm
- active learning
- supervised classification
- statistical learning
- learning problems
- information security
- access control
- intrusion detection
- semi supervised
- training data
- pattern recognition
- security issues
- statistical databases
- case study
- training set
- reinforcement learning
- data mining
- machine learning algorithms
- machine learning methods
- software development
- project management
- labeled data
- knowledge representation
- information extraction
- security policies
- generalization error
- text classification
- computer security
- unlabeled data
- computational intelligence
- natural language processing
- machine learning approaches
- knowledge discovery