Fold 4 - Understanding why coefficient -721 was selected
Tag: OAK
Selected Coefficient: -721
Taxonomy Path: -10.9
Taxonomy Name:
Products with this tag: 3
Unique residual values tried: 3
The algorithm tries each unique residual value as a candidate coefficient and selects the one with the lowest total p-adic loss. The selected row is highlighted.
| Candidate Value | Total P-adic Loss | Taxonomy Path | P-adic Expansion | Taxonomy Name | Selected? |
|---|---|---|---|---|---|
| -721 | 2.000000 | -10.9 | -9.10 (-(9*79 + 10)) | Yes | |
| 0 | 2.000000 | 0 | 0 (0) | No | |
| 1116 | 2.000000 | 10.14 | 14.10 (14*79 + 10) | Furniture > Ottomans | No |
These are the training products that have the "OAK" tag (processing sequence 2547). The residual is the encoded taxonomy value minus all coefficients from previously processed tags.
| Product ID | Title | Residual Before | Taxonomy Before | Tags Already Processed | Residual After | Taxonomy After | Tags Not Yet Processed |
|---|---|---|---|---|---|---|---|
| 18990 | Chateau French Stool | 1116 | Furniture > Ottomans | none | 1837 | none | |
| 18916 | NORA Tv Stand | 0 | CATEGORY_TVUNITS | 721 | Furniture > Entertainment Centers & TV Stands | none | |
| 18846 | 2 Door Solid Wood Tv Unit | -721 | CATEGORY_TVUNITS, TV STAND | 0 | none |