Fold 4 - Understanding why coefficient 15541082319 was selected
Tag: ALLERGIES
Selected Coefficient: 15541082319
Taxonomy Path: 0.0.0.0.4.5
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? |
|---|---|---|---|---|---|
| 15541082319 | 0.012658 | 0.0.0.0.4.5 | 5.4.0.0.0.0 (5*79^5 + 4*79^4) | Yes | |
| 0 | 0.012658 | 0 | 0 (0) | No | |
| -112899532 | 0.037975 | -0.77.77.70.2 | -2.70.77.77.0 (-(2*79^4 + 70*79^3 + 77*79^2 + 77*79)) | No |
These are the training products that have the "ALLERGIES" tag (processing sequence 3172). 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 |
|---|---|---|---|---|---|---|---|
| 3086 | Dr Mercola Vitamins D3 & K2 | 15541082319 | IMMUNE | 0 | none | ||
| 3095 | Give Back Health Vitamin D Restore - NEW - INTRO SPECIAL! | 15541082319 | IMMUNE | 0 | ANTI-VIRAL | ||
| 3061 | Dr Mercola Berberine with MicroPQQ Advanced | 0 | ANTIOXIDANT | -15541082319 | none | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | -112899532 | IMMUNE | -15653981851 | DIGESTIVE, HAIR CARE |