Fold 0 - Understanding why coefficient -95495402 was selected
Tag: IN DEMAND
Selected Coefficient: -95495402
Taxonomy Path: -1.1.1.1.2
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| -95495402 | 2.000000 | -1.1.1.1.2 | -2.1.1.1.1 (-(2*83^4 + 571787 + 6889 + 83 + 1)) | Yes | |
| 0 | 2.000000 | 0 | 0 (0) | No | |
| 55611 | 2.000000 | 1.6.8 | 8.6.1 (8*83^2 + 6*83 + 1) | No |
These are the training products that have the "IN DEMAND" tag (processing sequence 6210). 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 |
|---|---|---|---|---|---|---|---|
| 28420 | Dumbbell Necklace | 55611 | none | 95551013 | none | ||
| 28447 | New Openflow Black Sports Bra | 0 | SPORTS BRA | 95495402 | none | ||
| 28441 | Break Away Leggings | -95495402 | FITNESS, LEGGINGS | 0 | none |