Faithful Rule Extraction for Differentiable Rule Learning Models.
Xiaxia WangDavid Jaime Tena CucalaBernardo Cuenca GrauIan HorrocksPublished in: ICLR (2024)
Keyphrases
- learning models
- rule extraction
- loss function
- classification rules
- rule sets
- association rules
- rule induction
- rough sets
- black box
- neural network
- rough set theory
- fuzzy rules
- learning algorithm
- machine learning
- learning problems
- learning tasks
- semi supervised learning
- classification models
- machine learning algorithms
- decision trees
- conditional random fields
- pairwise
- error rate
- decision rules
- support vector
- feature selection
- data mining
- genetic programming
- semi supervised
- knowledge discovery
- microarray
- classification algorithm
- image segmentation