Fold 1 - Understanding why coefficient -195199757 was selected
Tag: RESTORATIVE
Selected Coefficient: -195199757
Taxonomy Path: -0.0.72.0.5
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| -195199757 | 1.000000 | -0.0.72.0.5 | -5.0.72.0.0 (-(5*79^4 + 72*79^2)) | Yes | |
| -81058 | 1.000000 | -4.78.12 | -12.78.4 (-(12*79^2 + 78*79 + 4)) | No |
These are the training products that have the "RESTORATIVE" tag (processing sequence 3226). 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 |
|---|---|---|---|---|---|---|---|
| 19711 | Restorative Tonic | -81058 | PLUS, HEART, BUHNER & KATE FORMULAS | 195118699 | none | ||
| 19719 | Senega Extract | -195199757 | SIMPLE EXTRACTS | 0 | none |