Towards safe machine learning for CPS: infer uncertainty from training data.
Xiaozhe GuArvind EaswaranPublished in: ICCPS (2019)
Keyphrases
- machine learning
- training data
- learning algorithm
- decision trees
- supervised learning
- training set
- semi supervised learning
- data sets
- data mining
- machine learning methods
- machine learning algorithms
- natural language processing
- handling uncertainty
- pattern recognition
- test set
- support vector machine
- knowledge discovery
- training examples
- decision making
- feature selection
- knowledge acquisition
- inductive learning
- uncertain data
- belief functions
- classification models
- noisy data
- learning tasks
- active learning
- machine learning approaches
- classification accuracy
- unlabeled data
- computational biology
- explanation based learning
- decision theory
- training instances
- transfer learning
- learning systems
- domain knowledge
- naive bayes
- computer vision
- labeled data
- information extraction