Multiaccuracy: Black-Box Post-Processing for Fairness in Classification.
Michael P. KimAmirata GhorbaniJames Y. ZouPublished in: AIES (2019)
Keyphrases
- post processing
- black box
- preprocessing
- black boxes
- rule extraction
- white box
- rule learning
- classification accuracy
- hybrid systems
- decision trees
- training samples
- feature space
- filtering method
- classification algorithm
- white box testing
- test cases
- projections onto convex sets
- incremental learning
- human experts
- classification rules
- database
- genetic programming
- nearest neighbor
- knowledge base
- machine learning
- data mining
- data sets