Fold 4 - Understanding why coefficient -195199757 was selected
Tag: DEPRESSION
Selected Coefficient: -195199757
Taxonomy Path: -0.0.72.0.5
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| -195199757 | 1.000160 | -0.0.72.0.5 | -5.0.72.0.0 (-(5*79^4 + 72*79^2)) | Yes | |
| 15541082319 | 1.000160 | 0.0.0.0.4.5 | 5.4.0.0.0.0 (5*79^5 + 4*79^4) | No | |
| -197764900 | 2.000000 | -13.1.9.6.5 | -5.6.9.1.13 (-(5*79^4 + 6*79^3 + 9*79^2 + 79 + 13)) | No |
These are the training products that have the "DEPRESSION" tag (processing sequence 3707). 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 | WOMEN'S HEALTH, IMMUNITY, ADAPTOGENIC, DETOX, BLOOD PRESSURE | 15736282076 | BRAIN HEALTH, WELL-BEING | ||
| 19960 | St. John's Wort Extract | -195199757 | SIMPLE EXTRACTS | 0 | none | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | -197764900 | DIGESTIVE, WOMEN'S HEALTH, IMMUNITY, ADAPTOGENIC, DETOX, BLOOD PRESSURE | -2565143 | HAIR CARE, BRAIN HEALTH, WELL-BEING |