Fold 1 - Understanding why coefficient -1386417 was selected
Tag: RESPIRATORY
Selected Coefficient: -1386417
Taxonomy Path: -0.2.62.3
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? |
|---|---|---|---|---|---|
| -1386417 | 2.014085 | -0.2.62.3 | -3.62.2.0 (-(3*71^3 + 62*71^2 + 2*71)) | Yes | |
| 0 | 2.014085 | 0 | 0 (0) | No | |
| -1487321 | 3.000000 | -13.3.11.4 | -4.11.3.13 (-(4*71^3 + 11*71^2 + 3*71 + 13)) | No | |
| -1386563 | 3.000000 | -4.4.62.3 | -3.62.4.4 (-(3*71^3 + 62*71^2 + 4*71 + 4)) | No |
These are the training products that have the "RESPIRATORY" tag (processing sequence 1968). 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 |
|---|---|---|---|---|---|---|---|
| 3120 | Kiwiherb De-Stuff For Kids (Organic) | 0 | ORGANIC, KIDS, INFANTS | 1386417 | none | ||
| 3119 | Kiwiherb De-Stuff (Organic) | -1386417 | ORGANIC | 0 | none | ||
| 3121 | Kiwiherb De-Stuff Rub (Organic) | -1386563 | ORGANIC, KIDS | -146 | SKIN | ||
| 3063 | Dr Mercola Black Seed Oil (Organic) | -1487321 | KETOGENIC, ALLERGIES, HAIR CARE, HORMONE BALANCE, RECOVERY | -100904 | WELLNESS |