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Unique features of Deep IDA compared to other methods.
| Property/Methods | Linear One-step Methods | Deep IDA (Proposed) | Randomized KCCA* | Deep CCA*, Deep GCCA+ |
|---|---|---|---|---|
| Nonlinear Relationships | ✓ | ✓ | ✓ | |
| Classification | ✓ | ✓ | ||
| Variable ranking/selection | ✓ | ✓ | ||
| Covariates | ✓ | ✓ | ✓ | |
| One-step | ✓ | ✓ |
Only applicable to two views.
Covariates could be added as additional view in Deep GCCA.
