Fold 0 - Understanding why coefficient 87454 was selected
Tag: 132
Selected Coefficient: 87454
Taxonomy Path: 1.1.14
Taxonomy Name: Apparel & Accessories > Clothing > Shorts
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? |
|---|---|---|---|---|---|
| 87454 | 0.000004 | 1.1.14 | 14.1.1 (14*79^2 + 79 + 1) | Apparel & Accessories > Clothing > Shorts | Yes |
| 3538727 | 0.000004 | 1.1.14.7 | 7.14.1.1 (7*79^3 + 14*79^2 + 79 + 1) | Apparel & Accessories > Clothing > Shorts > Jogger Shorts | No |
These are the training products that have the "132" tag (processing sequence 250). 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 |
|---|---|---|---|---|---|---|---|
| 5039 | 5th Infantry Performance Shorts | 3538727 | Apparel & Accessories > Clothing > Shorts > Jogger Shorts | none | 3451273 | none | |
| 5045 | De Oppresso Liber Performance Shorts | 3538727 | Apparel & Accessories > Clothing > Shorts > Jogger Shorts | none | 3451273 | none | |
| 5036 | 35th Infantry Performance Shorts | 87454 | Apparel & Accessories > Clothing > Shorts | none | 0 | none | |
| 5038 | 509th Infantry Performance Shorts | 87454 | Apparel & Accessories > Clothing > Shorts | none | 0 | none |