Description
A wide variety of references is provided by popmon out-of-the-box. A reference may be static (a fixed training set, or the current dataset itself for exploratory data analysis) or dynamic (sliding or growing as more data becomes available). The reference is compared against batches, and they can be sequential (batched) or sliding (rolling).
Popmon should enable all combinations, and currently lacks external reference + rolling comparison.
Reference | Compare to | Implemented | |
---|---|---|---|
Self-reference | Static | Self (batched) | ✓ |
External reference | Static | Batched | ✓ |
Rolling reference | Rolling | Rolling/sliding | ✓ |
Expanding reference | Expanding | Rolling/sliding | ✓ |
External reference | Static | Rolling/sliding | ✗ |
Thanks to @LorenaPoenaru!