| Class | Description |
|---|---|
| CoveringNumberBoundBuilder |
CoveringNumberBoundBuilder constructs the CoveringNumberProbabilityBound Instances for specific Learning
Situations.
|
| CoveringNumberLossBound |
CoveringNumberLossBound provides the Upper Probability Bound that the Loss/Deviation of the Empirical from
the Actual Mean of the given Learner Class exceeds 'epsilon', using the Covering Number Generalization
Bounds.
|
| DiagonalOperatorCoveringBound |
DiagonalOperatorCoveringBound implements the Behavior of the Bound on the Covering Number of the Diagonal
Scaling Operator.
|
| EmpiricalLearnerLoss |
EmpiricalLearnerLoss Function computes the Empirical Loss of a Learning Operation resulting from the Use
of a Learning Function in Conjunction with the corresponding Empirical Realization.
|
| LipschitzCoveringNumberBound |
LipschitzCoveringNumberBound contains the Upper Bounds of the Covering Numbers induced by Lipschitz and
approximate Lipschitz Loss Function Class.
|
| MeasureConcentrationExpectationBound |
MeasureConcentrationExpectationBound provides the Upper Bound of the Expected Loss between Empirical
Outcome and the Prediction of the given Learner Class using the Concentration of Measure Inequalities.
|