Fold 0 - 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: 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? |
|---|---|---|---|---|---|
| 99948 | 1.000162 | 13.1.16 | 16.1.13 (16*79^2 + 79 + 13) | Health & Beauty > Health Care > Medicine & Drugs | Yes |
| 2565143 | 1.000162 | 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 |
| 15656022908 | 1.000320 | 13.1.10.75.6.5 | 5.6.75.10.1.13 (5*79^5 + 6*79^4 + 75*79^3 + 10*79^2 + 79 + 13) | No | |
| -45422248 | 3.000000 | -13.3.10.13.1 | -1.13.10.3.13 (-(38950081 + 13*79^3 + 10*79^2 + 3*79 + 13)) | No |
These are the training products that have the "DEPRESSION" tag (processing sequence 4348). 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 | 15656022908 | IMMUNITY, ALLERGIES, OILS, BLOOD PRESSURE, WELL-BEING | 15655922960 | DETOX, KETOSIS, BRAIN HEALTH, JOINT FUNCTION | ||
| 19960 | St. John's Wort Extract | 2565143 | Health & Beauty > Health Care > Medicine & Drugs > Sleep Aids & Relaxants | none | 2465195 | none | |
| 19712 | Rhodiola Extract | 99948 | Health & Beauty > Health Care > Medicine & Drugs | none | 0 | none | |
| 3063 | Dr Mercola Black Seed Oil (Organic) | -45422248 | IMMUNITY, ALLERGIES, DIGESTIVE, OILS, BLOOD PRESSURE, WELL-BEING, HAIR CARE | -45522196 | DETOX, KETOSIS, BRAIN HEALTH, JOINT FUNCTION |