Fold 3 - Understanding why coefficient 99948 was selected
Tag: DEPRESSION
Selected Coefficient: 99948
Taxonomy Path: 13.1.16
Taxonomy Name: Health & Beauty > Health Care > Medicine & Drugs
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? |
|---|---|---|---|---|---|
| 99948 | 1.000160 | 13.1.16 | 16.1.13 (16*79^2 + 79 + 13) | Health & Beauty > Health Care > Medicine & Drugs | Yes |
| 197764900 | 1.000160 | 13.1.9.6.5 | 5.6.9.1.13 (5*79^4 + 6*79^3 + 9*79^2 + 79 + 13) | Health & Beauty > Health Care > Fitness & Nutrition > Vitamins & Supplements > Herbal Supplements | No |
| 15543023428 | 2.000000 | 0.2.74.3.4.5 | 5.4.3.74.2.0 (5*79^5 + 4*79^4 + 3*79^3 + 74*79^2 + 2*79) | No |
These are the training products that have the "DEPRESSION" tag (processing sequence 4023). 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 |
|---|---|---|---|---|---|---|---|
| 3216 | Absolute Essential Melissa True Pure Essential Oil or 3% (Organic) | 15543023428 | REVITALISING, RESTORATIVE | 15542923480 | none | ||
| 3086 | Dr Mercola Vitamins D3 & K2 | 197764900 | Health & Beauty > Health Care > Fitness & Nutrition > Vitamins & Supplements > Herbal Supplements | ALLERGIES, IMMUNE, NERVOUS SYSTEM, RECOVERY | 197664952 | KETOSIS | |
| 19712 | Rhodiola Extract | 99948 | Health & Beauty > Health Care > Medicine & Drugs | FERTILITY, FATIGUE | 0 | none |