Fold 3 - Understanding why coefficient 87454 was selected
Tag: CYBER MONDAY
Selected Coefficient: 87454
Taxonomy Path: 1.1.14
Taxonomy Name: Apparel & Accessories > Clothing > Shorts
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? |
|---|---|---|---|---|---|
| 87454 | 1.000000 | 1.1.14 | 14.1.1 (14*79^2 + 79 + 1) | Apparel & Accessories > Clothing > Shorts | Yes |
| 1979596 | 1.000000 | 14.15.1.4 | 4.1.15.14 (4*79^3 + 6241 + 15*79 + 14) | Home & Garden > Linens & Bedding > Bedding > Blankets | No |
These are the training products that have the "CYBER MONDAY" tag (processing sequence 3167). 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 |
|---|---|---|---|---|---|---|---|
| 1203 | Denver Nuggets Rocky Sleep Squad | 1979596 | Home & Garden > Linens & Bedding > Bedding > Blankets | none | 1892142 | none | |
| 1102 | 2022-23 Nuggets City Edition Swingman Shorts | 87454 | Apparel & Accessories > Clothing > Shorts | none | 0 | NUGGETS MEN'S |