Beyond the training set: an intuitive method for detecting distribution shift in model-based optimization.
Farhan DamaniDavid H. BrookesTheodore SternliebCameron WebsterStephen MalinaRishi JajooKathy LinSam SinaiPublished in: CoRR (2023)
Keyphrases
- training set
- optimization algorithm
- optimization method
- high accuracy
- optimization process
- objective function
- preprocessing
- significant improvement
- high precision
- cost function
- clustering method
- cross validation
- computational cost
- test images
- pairwise
- similarity measure
- test data
- classification algorithm
- optimization model
- probability distribution
- detection method
- machine learning
- classification accuracy
- training samples
- statistical model
- multi objective
- active learning
- computational complexity
- feature extraction
- image sequences