Fold 4 - Understanding why coefficient -15 was selected
Tag: ART
Selected Coefficient: -15
Taxonomy Path: -15
Taxonomy Name:
Products with this tag: 7
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? |
|---|---|---|---|---|---|
| -15 | 2.000000 | -15 | -15 (-(15)) | Yes | |
| 125 | 6.000000 | 54.1 | 1.54 (71 + 54) | No | |
| 5186 | 6.000000 | 3.2.1 | 1.2.3 (5041 + 2*71 + 3) | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts | No |
These are the training products that have the "ART" tag (processing sequence 238). 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 |
|---|---|---|---|---|---|---|---|
| 3967 | "Hot Like A Lizard In The Sun" | 5186 | Arts & Entertainment > Hobbies & Creative Arts > Arts & Crafts | none | 5201 | FEATURED | |
| 5222 | Handmade Resin Crow Skull Keychain Blue/Grey | 125 | SKULL, RESIN | 140 | none | ||
| 5188 | Handmade Resin Skull on Burned Wood | -15 | SKULL, RESIN | 0 | none | ||
| 5207 | Handmade Resin Skull Purple Glitter | -15 | SKULL, RESIN | 0 | none | ||
| 5221 | Handmade Resin Skull Red Glitter | -15 | SKULL, RESIN | 0 | none | ||
| 5206 | Handmade Resin Skull Teal | -15 | SKULL, RESIN | 0 | none | ||
| 5131 | Handmade Resin Raven Skull Blue/Purple | -15 | SKULL, RESIN | 0 | none |