Confounding variables can degrade generalization performance of radiological deep learning models.
John R. ZechMarcus A. BadgeleyManway LiuAnthony B. CostaJoseph J. TitanoEric K. OermannPublished in: CoRR (2018)
Keyphrases
- learning models
- learning algorithm
- machine learning
- semi supervised learning
- loss function
- learning tasks
- machine learning algorithms
- learning paradigms
- classification models
- learning problems
- conditional random fields
- concept classes
- sparse metric learning
- learning experience
- model selection
- hidden markov models
- pairwise
- reinforcement learning
- genetic algorithm