Improving Robustness against Real-World and Worst-Case Distribution Shifts through Decision Region Quantification.
Leo SchwinnLeon BungertAn NguyenRené RaabFalk PulsmeyerDoina PrecupBjoern M. EskofierDario ZancaPublished in: ICML (2022)
Keyphrases
- worst case
- real world
- wide range
- decision making
- average case
- decision makers
- data sets
- upper bound
- synthetic data
- probability distribution
- real life
- np hard
- sample set
- case study
- computational complexity
- spatial distribution
- random variables
- decision rules
- data distribution
- error bounds
- gaussian distribution
- mixture of gaussian distributions
- quantitative evaluation
- decision process
- image structure
- greedy algorithm
- decision problems
- image regions
- objective function
- graphical models
- rough sets
- lower bound