Fold 4 - Understanding why coefficient 55451 was selected
Tag: RAILS
Selected Coefficient: 55451
Taxonomy Path: 0.0.11
Taxonomy Name:
Products with this tag: 2
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? |
|---|---|---|---|---|---|
| 55451 | 1.000000 | 0.0.11 | 11.0.0 (11*71^2) | Yes | |
| 75687 | 1.000000 | 1.1.15 | 15.1.1 (15*71^2 + 71 + 1) | Apparel & Accessories > Clothing > Skirts | No |
These are the training products that have the "RAILS" tag (processing sequence 1911). 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 |
|---|---|---|---|---|---|---|---|
| 910 | Edina Skirt | 75687 | Apparel & Accessories > Clothing > Skirts | none | 20236 | Apparel & Accessories > Clothing > Dresses | none |
| 1035 | Paige | 55451 | CASUAL, DATE NIGHT | 0 | none |