Rigorous Learning Curve Bounds from Statistical Mechanics.
David HausslerMichael J. KearnsH. Sebastian SeungNaftali TishbyPublished in: Mach. Learn. (1996)
Keyphrases
- learning curve
- statistical mechanics
- information theory
- learning effect
- learning curves
- upper bound
- bayes optimal
- lower bound
- worst case
- high level
- free energy
- average case
- mutual information
- prior knowledge
- database systems
- information theoretic
- software developers
- vc dimension
- software engineering
- active learning
- web services
- learning php