The Method of Manufactured Universes for validating uncertainty quantification methods.
Hayes F. StriplingMarvin L. AdamsRyan G. McClarrenBani K. MallickPublished in: Reliab. Eng. Syst. Saf. (2011)
Keyphrases
- significant improvement
- methods outperform
- preprocessing
- computational cost
- hybrid method
- machine learning methods
- classification method
- simulated and real data
- experimental evaluation
- synthetic and real datasets
- filtering method
- benchmark data sets
- shows significant improvement
- search methods
- synthetic and real images
- data sets
- high accuracy
- linear regression
- gold standard
- quantitative evaluation
- cost function
- methods require
- objective function
- semi supervised
- cross validation
- reconstruction method
- alternative methods
- dynamic programming
- high precision
- clustering method
- probabilistic model
- high dimensional
- classical methods