Post-hoc explanation of black-box classifiers using confident itemsets.
Milad MoradiMatthias SamwaldPublished in: Expert Syst. Appl. (2021)
Keyphrases
- black box
- itemsets
- post hoc
- frequent itemsets
- association rules
- itemset mining
- black boxes
- mining algorithm
- data structure
- frequent itemset mining
- association rule mining
- data streams
- frequent patterns
- white box
- frequent item sets
- emerging patterns
- mining association rules
- pattern mining
- data mining algorithms
- test cases
- frequent pattern mining
- training data
- decision trees
- closed itemsets
- interesting itemsets
- transaction data
- algorithms for mining association rules
- rule extraction
- training set
- naive bayes
- test set
- transaction databases
- interesting association rules
- integration testing
- high confidence
- mining frequent itemsets
- apriori algorithm
- constraint programming
- condensed representations
- closed patterns
- interesting patterns
- sparse data
- open source
- minimum support
- feature selection