Bayesian optimization-derived batch size and learning rate scheduling in deep neural network training for head and neck tumor segmentation.
Zachariah DouglasHaifeng WangPublished in: ICHI (2022)
Keyphrases
- resource allocation
- learning rate
- neural network training
- training algorithm
- tumor segmentation
- batch size
- optimization method
- convergence rate
- learning algorithm
- hidden layer
- neural network
- batch processing
- optimization algorithm
- batch mode
- convergence speed
- poisson process
- differential evolution
- particle swarm optimization
- global optimization
- multi class
- support vector machine
- global search
- active learning
- feature space