Counterfactual Explanations of Machine Learning Predictions: Opportunities and Challenges for AI Safety.
Kacper SokolPeter A. FlachPublished in: SafeAI@AAAI (2019)
Keyphrases
- machine learning
- artificial intelligence
- machine learning methods
- knowledge representation
- lessons learned
- learning algorithm
- decision trees
- interdisciplinary field
- technical challenges
- key issues
- explanation based learning
- learning tasks
- learning systems
- machine learning algorithms
- active learning
- intelligent systems
- computational intelligence
- text mining
- inductive learning
- natural language processing
- supervised learning
- real world
- data mining
- computer vision
- pattern recognition
- knowledge based systems
- natural language
- information extraction
- machine learning approaches
- information retrieval
- case based reasoning
- open issues
- semi supervised learning
- information technology
- expert systems
- data analysis
- computer science
- text classification
- ai systems
- ai community
- neural network