Fold 4 - Understanding why coefficient 99948 was selected
Tag: AT-RISK ESSENCES
Selected Coefficient: 99948
Taxonomy Path: 13.1.16
Taxonomy Name: Health & Beauty > Health Care > Medicine & Drugs
Products with this tag: 5
Unique residual values tried: 2
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 | 0.000160 | 13.1.16 | 16.1.13 (16*79^2 + 79 + 13) | Health & Beauty > Health Care > Medicine & Drugs | Yes |
| 92 | 0.000641 | 13.1 | 1.13 (79 + 13) | Health & Beauty > Health Care | No |
These are the training products that have the "AT-RISK ESSENCES" tag (processing sequence 1877). 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 |
|---|---|---|---|---|---|---|---|
| 19828 | Set of At-Risk Flower Essences | 99948 | Health & Beauty > Health Care > Medicine & Drugs | none | 0 | FLOWER ESSENCE SETS | |
| 19900 | Pink Lady Slipper Flower Essence | 99948 | Health & Beauty > Health Care > Medicine & Drugs | none | 0 | none | |
| 19957 | Spikenard Flower Essence | 99948 | Health & Beauty > Health Care > Medicine & Drugs | none | 0 | none | |
| 19971 | Red Trillium Flower Essence | 99948 | Health & Beauty > Health Care > Medicine & Drugs | none | 0 | none | |
| 19846 | Goldenseal Flower Essence | 92 | Health & Beauty > Health Care | none | -99856 | none |