Model Selection's Disparate Impact in Real-World Deep Learning Applications.
Jessica Zosa FordeA. Feder CooperKweku Kwegyir-AggreyChris De SaMichael L. LittmanPublished in: CoRR (2021)
Keyphrases
- model selection
- deep learning
- unsupervised learning
- real world
- machine learning
- cross validation
- hyperparameters
- parameter estimation
- feature selection
- mixture model
- model selection criteria
- data sets
- gaussian process
- unsupervised feature learning
- generalization error
- selection criterion
- mental models
- data mining
- higher order
- marginal likelihood