Fold 1 - Understanding why coefficient 4 was selected
Tag: COUNTRY
Selected Coefficient: 4
Taxonomy Path: 4
Taxonomy Name:
Products with this tag: 7
Unique residual values tried: 5
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? |
|---|---|---|---|---|---|
| 4 | 4.012048 | 4 | 4 (4) | Yes | |
| 585 | 4.024096 | 4.7 | 7.4 (7*83 + 4) | No | |
| 0 | 5.000000 | 0 | 0 (0) | No | |
| 41600 | 6.000000 | 17.3.6 | 6.3.17 (6*83^2 + 3*83 + 17) | No | |
| 193360619 | 6.000000 | 1.2.14.6.4 | 4.6.14.2.1 (4*83^4 + 6*83^3 + 14*83^2 + 2*83 + 1) | No |
These are the training products that have the "COUNTRY" tag (processing sequence 4112). 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 |
|---|---|---|---|---|---|---|---|
| 22053 | Cowgirl :: Mini Traveler Pigtail Set | 193360619 | none | 193360615 | none | ||
| 25785 | Keith Urban - #1's Vol. 2 LP | 41600 | none | 41596 | none | ||
| 22061 | Cute Cow :: Mini Traveler Pigtail Set | 585 | none | 581 | none | ||
| 22056 | Cowgirl :: Traveler | 4 | none | 0 | none | ||
| 22055 | Cowgirl :: Oversized Traveler | 4 | none | 0 | none | ||
| 22176 | Red Firecracker :: Ribbon Pioneer | 0 | PIONEER | -4 | none | ||
| 22015 | Brown Cow :: Ribbon Pioneer | 0 | PIONEER | -4 | none |