Fold 1 - Understanding why coefficient -45422248 was selected
Tag: DEPRESSION
Selected Coefficient: -45422248
Taxonomy Path: -13.3.10.13.1
Taxonomy Name:
Products with this tag: 4
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| -45422248 | 2.012658 | -13.3.10.13.1 | -1.13.10.3.13 (-(38950081 + 13*79^3 + 10*79^2 + 3*79 + 13)) | Yes | |
| -40017226 | 2.012658 | -13.78.12.2.1 | -1.2.12.78.13 (-(38950081 + 2*79^3 + 12*79^2 + 78*79 + 13)) | No | |
| 2565143 | 2.012658 | 13.1.16.5 | 5.16.1.13 (5*79^3 + 16*79^2 + 79 + 13) | Health & Beauty > Health Care > Medicine & Drugs > Sleep Aids & Relaxants | No |
| 15812796670 | 2.012658 | 13.78.7.77.10.5 | 5.10.77.7.78.13 (5*79^5 + 10*79^4 + 77*79^3 + 7*79^2 + 78*79 + 13) | No |
These are the training products that have the "DEPRESSION" tag (processing sequence 4320). 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 | 15812796670 | ALLERGIES | 15858218918 | none | ||
| 19960 | St. John's Wort Extract | 2565143 | Health & Beauty > Health Care > Medicine & Drugs > Sleep Aids & Relaxants | none | 47987391 | none | |
| 3216 | Absolute Essential Melissa True Pure Essential Oil or 3% (Organic) | -40017226 | ANTI-VIRAL, RESTORATIVE | 5405022 | none | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | -45422248 | DIGESTIVE, ALLERGIES, HAIR CARE | 0 | none |