Fold 0 - 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 | 0.012818 | -0.0.72.0.5 | -5.0.72.0.0 (-(5*79^4 + 72*79^2)) | Yes | |
| 0 | 0.012818 | 0 | 0 (0) | No | |
| 15653981851 | 0.025316 | 0.77.77.70.6.5 | 5.6.70.77.77.0 (5*79^5 + 6*79^4 + 70*79^3 + 77*79^2 + 77*79) | No |
These are the training products that have the "DEPRESSION" tag (processing sequence 3693). 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 | 15653981851 | ALLERGIES, IMMUNITY, ADAPTOGENIC | 15849181608 | DETOX, HORMONE BALANCE | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | 0 | ALLERGIES, IMMUNITY, ADAPTOGENIC | 195199757 | DETOX, HORMONE BALANCE, HAIR CARE | ||
| 19960 | St. John's Wort Extract | -195199757 | SIMPLE EXTRACTS | 0 | none |