Fold 1 - Understanding why coefficient 7491 was selected
Tag: SALES
Selected Coefficient: 7491
Taxonomy Path: 21.7.1
Taxonomy Name:
Products with this tag: 12
Unique residual values tried: 5
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 | 2.048338 | 21.7.1 | 1.7.21 (6889 + 7*83 + 21) | Yes | |
| 35047 | 2.048919 | 21.7.5 | 5.7.21 (5*83^2 + 7*83 + 21) | Services > Professional Services > Marketing & Advertising | No |
| 20937 | 2.072289 | 21.3.3 | 3.3.21 (3*83^2 + 3*83 + 21) | No | |
| 0 | 10.012048 | 0 | 0 (0) | No | |
| 97823883 | 10.012048 | 0.1.7.5.2 | 2.5.7.1.0 (2*83^4 + 5*83^3 + 7*83^2 + 83) | No |
These are the training products that have the "SALES" tag (processing sequence 5454). 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 |
|---|---|---|---|---|---|---|---|
| 5981 | Thunderbolt™ 4 Docking Station | 97823883 | USB-C HUBS, DOCKING STATION, THUNDERBOLT 3, 8K | 97816392 | none | ||
| 19542 | Jacinda Vuorinen | 35047 | Services > Professional Services > Marketing & Advertising | none | 27556 | none | |
| 19550 | Matias Toukonen | 20937 | none | 13446 | none | ||
| 19551 | Matti Harjunen | 20937 | none | 13446 | none | ||
| 19553 | Nihad Memić | 20937 | none | 13446 | none | ||
| 19544 | Julia Huovila | 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 | ||
| 19561 | Tuomas Remes | 7491 | none | 0 | none | ||
| 5974 | Thunderbolt 3 Docking Station - 40 Gbps | 0 | USB-C HUBS, DOCKING STATION, THUNDERBOLT 3 | -7491 | none |