Bayesian Minimum Mean-Square Error Estimation for Classification Error - Part I: Definition and the Bayesian MMSE Error Estimator for Discrete Classification.
Lori A. DaltonEdward R. DoughertyPublished in: IEEE Trans. Signal Process. (2011)
Keyphrases
- error estimation
- classification error
- generalization error
- model selection
- cross validation
- error estimates
- training set
- class labels
- hyperparameters
- learning algorithm
- support vector machine
- training samples
- training data
- bayesian inference
- decision rules
- classification accuracy
- maximum likelihood
- active learning
- supervised learning
- bayesian networks
- feature extraction
- decision trees
- machine learning
- error rate
- data sets
- upper bound
- pattern recognition
- sample size
- knn
- estimation error
- feature selection