Wassertein Gan Synthesis for Time Series with Complex Temporal Dynamics: Frugal Architectures and Arbitrary Sample-Size Generation.
Th. BeroudPatrice AbryYannick MalevergneMarc SenneretGerald PerrinJ. MacqPublished in: ICASSP (2023)
Keyphrases
- sample size
- model selection
- upper bound
- small sample size
- covariance matrix
- random sampling
- real world
- finite sample
- variance reduction
- pac learning
- statistical power
- vc dimension
- small sample
- statistical tests
- progressive sampling
- statistical hypothesis testing
- generalization error
- experimental design
- small samples
- confidence intervals
- number of training samples
- hypothesis tests
- worst case
- data structure