Fold 4 - Understanding why coefficient 7491 was selected
Tag: SALES
Selected Coefficient: 7491
Taxonomy Path: 21.7.1
Taxonomy Name:
Products with this tag: 10
Unique residual values tried: 6
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? |
|---|---|---|---|---|---|
| 7491 | 2.036290 | 21.7.1 | 1.7.21 (6889 + 7*83 + 21) | Yes | |
| 35047 | 2.036725 | 21.7.5 | 5.7.21 (5*83^2 + 7*83 + 21) | Services > Professional Services > Marketing & Advertising | No |
| 20937 | 2.060386 | 21.3.3 | 3.3.21 (3*83^2 + 3*83 + 21) | No | |
| 7159 | 2.060531 | 21.3.1 | 1.3.21 (6889 + 3*83 + 21) | No | |
| -332 | 8.012048 | -0.4 | -4.0 (-(4*83)) | No | |
| 0 | 8.012048 | 0 | 0 (0) | No |
These are the training products that have the "SALES" tag (processing sequence 5529). 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 |
|---|---|---|---|---|---|---|---|
| 19542 | Jacinda Vuorinen | 35047 | Services > Professional Services > Marketing & Advertising | none | 27556 | none | |
| 19544 | Julia Huovila | 20937 | none | 13446 | none | ||
| 19551 | Matti Harjunen | 20937 | none | 13446 | none | ||
| 19562 | Waltteri Hietala | 7491 | none | 0 | none | ||
| 19537 | Anders Danielson | 7491 | none | 0 | none | ||
| 19546 | Konsta Saarela | 7491 | none | 0 | ADMINISTRATION | ||
| 19556 | Teemu Tolonen | 7491 | none | 0 | none | ||
| 19555 | Pinja Kuitunen | 7159 | none | -332 | none | ||
| 5974 | Thunderbolt 3 Docking Station - 40 Gbps | 0 | USB-C HUBS | -7491 | none | ||
| 19541 | Hain Joubert | -332 | ECOMMERCE-SPECIALIST | -7823 | ADMINISTRATION |