On the Inductive Biases of Demographic Parity-based Fair Learning Algorithms.
Haoyu LeiAmin GohariFarzan FarniaPublished in: CoRR (2024)
Keyphrases
- inductive bias
- learning algorithm
- machine learning
- inductive learning
- machine learning algorithms
- prior knowledge
- pac learning
- training examples
- error correction
- active learning
- supervised learning
- training data
- hypothesis space
- learning problems
- concept learning
- back propagation
- inductive logic programming
- knowledge acquisition
- learning rate
- learning process
- training set
- data mining
- training samples
- knowledge representation
- learning scheme
- knowledge base
- inductive reasoning
- demographic data
- inductive concept learning
- multi unit combinatorial auctions