Fold 4 - Understanding why coefficient -48085659 was selected
Tag: SPECIAL OPERATIONS
Selected Coefficient: -48085659
Taxonomy Path: -24.5.8.1.1
Taxonomy Name:
Products with this tag: 4
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? |
|---|---|---|---|---|---|
| -48085659 | 1.000000 | -24.5.8.1.1 | -1.1.8.5.24 (-(47458321 + 571787 + 8*83^2 + 5*83 + 24)) | Yes | |
| 179553 | 3.000000 | 24.5.26 | 26.5.24 (26*83^2 + 5*83 + 24) | No |
These are the training products that have the "SPECIAL OPERATIONS" tag (processing sequence 3047). 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 |
|---|---|---|---|---|---|---|---|
| 25351 | Minifig Toy Delux M4 Carbine Rifle | 179553 | none | 48265212 | MARINES, SMALL WEAPONS, MILITARY | ||
| 25440 | Action Minifig Specialist Command Officer Bradford | -48085659 | SWAT, MINIFIGS | 0 | none | ||
| 25454 | Action Minifig Special Operations Unit Heavy | -48085659 | SWAT, MINIFIGS | 0 | none | ||
| 25473 | Action Minifig Special Operations Unit Duke | -48085659 | SWAT, MINIFIGS | 0 | none |