AdViCE: Aggregated Visual Counterfactual Explanations for Machine Learning Model Validation.
Oscar GomezSteffen HolterJun YuanEnrico BertiniPublished in: CoRR (2021)
Keyphrases
- model validation
- machine learning
- feature selection
- visual representations
- decision trees
- visual features
- pattern recognition
- machine learning and data mining
- visual perception
- text classification
- machine learning methods
- machine learning algorithms
- inductive learning
- visual cues
- explanation based learning
- visual appearance
- learning algorithm
- learning tasks
- data mining
- knowledge acquisition
- support vector machine
- computer vision
- kernel methods
- visual information
- human visual system
- model selection
- machine learning approaches
- information extraction
- knowledge representation
- case study
- website