Towards Model-Agnostic Post-Hoc Adjustment for Balancing Ranking Fairness and Algorithm Utility.
Sen CuiWeishen PanChangshui ZhangFei WangPublished in: KDD (2021)
Keyphrases
- probabilistic model
- cost function
- objective function
- algorithm employs
- mathematical model
- computational complexity
- preprocessing
- estimation algorithm
- recognition algorithm
- theoretical analysis
- input data
- dynamic programming
- similarity measure
- optimization algorithm
- learning algorithm
- final result
- selection algorithm
- optimization model
- closed form
- kalman filter
- classification algorithm
- tree structure
- detection algorithm
- expectation maximization
- k means
- simulated annealing
- filtering algorithm
- computational cost
- em algorithm
- particle swarm optimization
- score function
- post hoc
- artificial neural networks
- prior information
- optimization method
- np hard
- energy function
- probability distribution
- web search
- linear programming