Fold 2 - Understanding why coefficient -156773762 was selected
Tag: DEPRESSION
Selected Coefficient: -156773762
Taxonomy Path: -0.77.76.1.4
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? |
|---|---|---|---|---|---|
| -156773762 | 2.012658 | -0.77.76.1.4 | -4.1.76.77.0 (-(4*79^4 + 493039 + 76*79^2 + 77*79)) | Yes | |
| 0 | 2.012658 | 0 | 0 (0) | No | |
| 2565143 | 3.000000 | 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 |
| 395629748 | 3.000000 | 39.3.34.12.10 | 10.12.34.3.39 (10*79^4 + 12*79^3 + 34*79^2 + 3*79 + 39) | No |
These are the training products that have the "DEPRESSION" tag (processing sequence 4367). 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 |
|---|---|---|---|---|---|---|---|
| 19712 | Rhodiola Extract | 395629748 | FERTILITY | 552403510 | none | ||
| 19960 | St. John's Wort Extract | 2565143 | Health & Beauty > Health Care > Medicine & Drugs > Sleep Aids & Relaxants | none | 159338905 | none | |
| 3216 | Absolute Essential Melissa True Pure Essential Oil or 3% (Organic) | 0 | EMOTIONAL BALANCE | 156773762 | none | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | -156773762 | IMMUNE, OILS, BRAIN HEALTH, DIGESTIVE, BLOOD PRESSURE, WELLNESS, ALLERGIES, KETOSIS | 0 | HAIR CARE |