Improving Robustness against Real-World and Worst-Case Distribution Shifts through Decision Region Quantification.
Leo SchwinnLeon BungertAn NguyenRené RaabFalk PulsmeyerDoina PrecupBjörn M. EskofierDario ZancaPublished in: CoRR (2022)
Keyphrases
- real world
- worst case
- decision making
- wide range
- upper bound
- lower bound
- average case
- data sets
- case study
- decision rules
- synthetic data
- error bounds
- approximation algorithms
- probability distribution
- real life
- decision model
- data mining
- spatial distribution
- neural network
- decision problems
- computational efficiency
- image regions
- influence diagrams
- decision process
- random variables
- uniformly distributed
- special case
- multiscale
- feature distributions