Ground(less) Truth: A Causal Framework for Proxy Labels in Human-Algorithm Decision-Making.
Luke GuerdanAmanda CostonZhiwei Steven WuKenneth HolsteinPublished in: FAccT (2023)
Keyphrases
- decision making
- preprocessing
- learning algorithm
- recognition algorithm
- computational complexity
- dynamic programming
- experimental evaluation
- classification algorithm
- detection algorithm
- segmentation algorithm
- pairwise
- multiple instance learning
- training data
- genetic algorithm
- convergence rate
- probabilistic model
- worst case
- times faster
- k means
- objective function
- training set
- linear programming
- optimal solution
- optimization algorithm
- theoretical analysis
- decision makers
- computational cost
- cost function
- active learning