Fold 4 - Understanding why coefficient 56732 was selected
Tag: WAREHOUSE SALE
Selected Coefficient: 56732
Taxonomy Path: 10.7.9
Taxonomy Name: Furniture > Chairs > Kitchen & Dining Room Chairs
Products with this tag: 3
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| 56732 | 1.000160 | 10.7.9 | 9.7.10 (9*79^2 + 7*79 + 10) | Furniture > Chairs > Kitchen & Dining Room Chairs | Yes |
| 499843 | 1.000160 | 10.7.1.1 | 1.1.7.10 (493039 + 6241 + 7*79 + 10) | Furniture > Chairs > Armchairs, Recliners & Sleeper Chairs > Armchairs | No |
| 0 | 2.000000 | 0 | 0 (0) | No |
These are the training products that have the "WAREHOUSE SALE" tag (processing sequence 3039). 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 |
|---|---|---|---|---|---|---|---|
| 11111 | Discontinued Stock - Chloe Arm Chair | 499843 | Furniture > Chairs > Armchairs, Recliners & Sleeper Chairs > Armchairs | none | 443111 | none | |
| 11112 | Sample - Banyan Dining Chairs | 56732 | Furniture > Chairs > Kitchen & Dining Room Chairs | none | 0 | none | |
| 1460 | Aniela Dress in Blush | 0 | APPAREL, CLOTHING, DRESSES, FEMALE | -56732 | WOMAN |