Perturbation Sensitivity Analysis to Detect Unintended Model Biases.
Vinodkumar PrabhakaranBen HutchinsonMargaret MitchellPublished in: EMNLP/IJCNLP (1) (2019)
Keyphrases
- sensitivity analysis
- computational model
- variational inequalities
- artificial neural networks
- prior knowledge
- influence diagrams
- probabilistic model
- management system
- formal model
- detection algorithm
- managerial insights
- constrained optimization
- decision problems
- experimental data
- statistical model
- process model
- machine learning
- theoretical analysis
- graphical models
- dynamic programming
- objective function
- high level
- knowledge base