Encoding-dependent generalization bounds for parametrized quantum circuits.
Matthias C. CaroElies Gil-FusterJohannes Jakob MeyerJens EisertRyan SwekePublished in: Quantum (2021)
Keyphrases
- generalization bounds
- quantum computing
- data dependent
- learning theory
- generalization ability
- model selection
- convex combinations
- ranking algorithm
- vc dimension
- learning problems
- linear classifiers
- statistical learning theory
- learning machines
- kernel machines
- machine learning
- ranking functions
- semi supervised learning
- upper bound
- pairwise