Representative random sampling: an empirical evaluation of a novel bin stratification method for model performance estimation.
Michael C. RendlemanBrian J. SmithGuadalupe CanahuateTerry A. BraunJohn M. BuattiThomas L. CasavantPublished in: Stat. Comput. (2022)
Keyphrases
- random sampling
- sampling algorithm
- parameter estimation
- prior knowledge
- probabilistic model
- objective function
- theoretical analysis
- model fitting
- robust estimator
- closed form
- prior information
- sampling methods
- cross validation
- reconstruction method
- em algorithm
- bayesian inference
- sampling procedure
- data sets
- gaussian distribution
- bayesian framework
- special case
- active learning
- data structure
- feature extraction