Causal forecasting: generalization bounds for autoregressive models.
Leena Chennuru VankadaraPhilipp Michael FallerMichaela HardtLenon MinoricsDebarghya GhoshdastidarDominik JanzingPublished in: UAI (2022)
Keyphrases
- autoregressive model
- generalization bounds
- learning theory
- data dependent
- generalization ability
- model selection
- ranking algorithm
- linear classifiers
- vc dimension
- learning problems
- statistical learning theory
- autoregressive
- bayesian networks
- kernel machines
- wavelet analysis
- learning machines
- ranking functions
- wavelet domain
- face recognition
- support vector machine
- wavelet decomposition
- statistical learning
- image segmentation
- natural images
- ensemble methods
- theoretical framework