Fold 0 - Understanding why coefficient 1001784864 was selected
Tag: SERUM
Selected Coefficient: 1001784864
Taxonomy Path: 13.3.2.9.21
Taxonomy Name:
Products with this tag: 3
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? |
|---|---|---|---|---|---|
| 1001784864 | 0.000145 | 13.3.2.9.21 | 21.9.2.3.13 (21*83^4 + 9*83^3 + 2*83^2 + 3*83 + 13) | Yes | |
| 2363189 | 0.000290 | 13.3.11.4 | 4.11.3.13 (4*83^3 + 11*83^2 + 3*83 + 13) | No |
These are the training products that have the "SERUM" tag (processing sequence 3631). 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 |
|---|---|---|---|---|---|---|---|
| 3153 | Living Nature Advanced Renewal Night Serum | 1001784864 | none | 0 | SKIN TONING | ||
| 14130 | Luxury Serum Rose & Rosehip | 1001784864 | none | 0 | none | ||
| 2935 | Absolute Essential Virgin Wheatgerm Oil (Non-GMO) | 2363189 | none | -999421675 | none |