A method for efficient Bayesian optimization of self-assembly systems from scattering data.
Marcus ThomasRussell SchwartzPublished in: BMC Syst. Biol. (2018)
Keyphrases
- synthetic data
- data sets
- data collection
- input data
- significant improvement
- prior knowledge
- database
- computationally efficient
- statistical methods
- data analysis
- cost function
- optimization algorithm
- optimization process
- test data
- missing data
- bayesian methods
- spectral clustering
- efficient optimization
- optimization method
- missing values
- segmentation method
- original data
- prior information
- computer systems
- similarity measure
- high accuracy
- correlation analysis
- xml documents
- information loss
- optimization model
- genetic algorithm
- prior distribution
- clustering algorithm
- data distribution
- preprocessing
- detection method
- training samples
- decision trees
- model selection
- training data
- data points
- objective function
- pairwise
- training set