Explaining Black-Box Classifiers with ILP - Empowering LIME with Aleph to Approximate Non-linear Decisions with Relational Rules.
Johannes RaboldMichael SiebersUte SchmidPublished in: ILP (2018)
Keyphrases
- black box
- relational learning
- inductive logic programming
- multi relational classification
- rule extraction
- ilp systems
- background knowledge
- rule learning
- multi relational
- rule learner
- statistical relational learning
- relational data
- black boxes
- classification decisions
- information extraction
- decision process
- multi relational data mining
- decision making
- white box
- learning classifier systems
- relational databases
- logic programs
- rule sets
- integration testing
- relational domains
- decision trees
- phase transition
- training set
- hybrid systems
- learning problems
- machine learning
- search space
- first order logic
- classification rules
- open source
- machine learning algorithms
- test set
- test cases
- training data
- decision rules
- feature selection
- neural network