Unjustified Classification Regions and Counterfactual Explanations in Machine Learning.
Thibault LaugelMarie-Jeanne LesotChristophe MarsalaXavier RenardMarcin DetynieckiPublished in: ECML/PKDD (2) (2019)
Keyphrases
- machine learning
- pattern recognition
- decision trees
- machine learning methods
- supervised learning
- support vector machine
- text classification
- machine learning approaches
- support vector
- supervised machine learning
- pattern classification
- feature selection
- support vector machine svm
- automatic classification
- knowledge acquisition
- classification systems
- data mining
- image classification
- machine learning algorithms
- classification method
- classification accuracy
- roc curve
- decision rules
- supervised classification
- machine learning models
- data analysis
- learning algorithm
- feature extraction
- feature space
- training set
- learning problems
- inductive logic programming
- classification models
- knowledge representation
- model selection
- reinforcement learning
- text mining
- computer vision
- explanation based learning
- classification process
- rule learning
- logical framework
- artificial intelligence
- classification algorithm