Decomposition of Generalization Error for Weighting Fused Estimator.
Kai LiJi HanLijuan CuiPublished in: ICNC (7) (2008)
Keyphrases
- generalization error
- error estimation
- conditional expectation
- unbiased estimator
- cross validation
- model selection
- upper bound
- active learning
- classification error
- learning algorithm
- binary classification
- training data
- training error
- training set
- sample size
- linear classifiers
- target function
- sample complexity
- weighted least squares
- generalization error bounds
- supervised learning
- subspace information criterion
- perceptron learning
- data sets
- learning machines
- risk minimization
- random sampling
- boosting algorithms
- pairwise
- confidence intervals
- least squares
- data fusion
- artificial neural networks
- estimation error