Fold 0 - Understanding why coefficient 4443592 was selected
Tag: CASUAL-SHOES
Selected Coefficient: 4443592
Taxonomy Path: 0.0.1.9
Taxonomy Name:
Products with this tag: 4
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? |
|---|---|---|---|---|---|
| 4443592 | 2.000000 | 0.0.1.9 | 9.1.0.0 (9*79^3 + 6241) | Yes | |
| 56802 | 3.000000 | 1.8.9 | 9.8.1 (9*79^2 + 8*79 + 1) | Apparel & Accessories > Shoes > Flats | No |
| 4525438 | 3.000000 | 2.9.14.9 | 9.14.9.2 (9*79^3 + 14*79^2 + 9*79 + 2) | No |
These are the training products that have the "CASUAL-SHOES" tag (processing sequence 937). 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 |
|---|---|---|---|---|---|---|---|
| 11879 | Wallabees | 4525438 | AD | 81846 | OVER-200, SIZE-13, SIZE-7-5 | ||
| 10415 | Colden Chukka Boots | 4443592 | SUEDE, 100-150, AD | 0 | SIZE-13, SIZE-9 | ||
| 11831 | Desert Boots | 4443592 | SUEDE, 100-150, AD | 0 | none | ||
| 11836 | Baldwin Penny Loafers | 56802 | Apparel & Accessories > Shoes > Flats | none | -4386790 | SIZE-13 |