Fold 4 - Understanding why coefficient 19523 was selected
Tag: OUTDOOR
Selected Coefficient: 19523
Taxonomy Path: 10.10.3
Taxonomy Name: Furniture > Furniture Sets > Kitchen & Dining Furniture Sets
Products with this tag: 4
Unique residual values tried: 2
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? |
|---|---|---|---|---|---|
| 19523 | 1.000000 | 10.10.3 | 3.10.10 (3*79^2 + 10*79 + 10) | Furniture > Furniture Sets > Kitchen & Dining Furniture Sets | Yes |
| 6402 | 3.000000 | 3.2.1 | 1.2.3 (6241 + 2*79 + 3) | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts | No |
These are the training products that have the "OUTDOOR" tag (processing sequence 2117). 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 |
|---|---|---|---|---|---|---|---|
| 7738 | Adriano 6 + 1 -5990 | 19523 | Furniture > Furniture Sets > Kitchen & Dining Furniture Sets | none | 0 | none | |
| 18826 | Havana bundle | 19523 | Furniture > Furniture Sets > Kitchen & Dining Furniture Sets | none | 0 | none | |
| 18913 | Adriano 6 + 1 -5990 | 19523 | Furniture > Furniture Sets > Kitchen & Dining Furniture Sets | none | 0 | none | |
| 18648 | Wall Flower Child | 6402 | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts | none | -13121 | none |