Fold 4 - Understanding why coefficient 6402 was selected
Tag: PHOTOGRAPHY
Selected Coefficient: 6402
Taxonomy Path: 3.2.1
Taxonomy Name: Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts
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? |
|---|---|---|---|---|---|
| 6402 | 1.000002 | 3.2.1 | 1.2.3 (6241 + 2*79 + 3) | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts | Yes |
| 12348168157 | 1.000002 | 3.2.1.2.1.4 | 4.1.2.1.2.3 (4*79^5 + 38950081 + 2*79^3 + 6241 + 2*79 + 3) | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts > Art & Crafting Materials > Art & Craft Paper > Drawing & Painting Paper | No |
| 39942576 | 2.000000 | 18.2.1.2.1 | 1.2.1.2.18 (38950081 + 2*79^3 + 6241 + 2*79 + 18) | No |
These are the training products that have the "PHOTOGRAPHY" tag (processing sequence 4119). 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 |
|---|---|---|---|---|---|---|---|
| 19134 | A day at Da Adolfo by Stuart Cantor | 12348168157 | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts > Art & Crafting Materials > Art & Craft Paper > Drawing & Painting Paper | none | 12348161755 | none | |
| 19262 | Purple Reign by Dina Broadhurst | 39942576 | ART | 39936174 | none | ||
| 19038 | Amalfi Forever by Stuart Cantor | 6402 | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts | none | 0 | none |