Fold 4 - Understanding why coefficient 4 was selected
Tag: BABY SHOWER GIFTS
Selected Coefficient: 4
Taxonomy Path: 4
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? |
|---|---|---|---|---|---|
| 4 | 0.048193 | 4 | 4 (4) | Yes | |
| 170 | 0.060241 | 4.2 | 2.4 (2*83 + 4) | No | |
| 336 | 0.060241 | 4.4 | 4.4 (4*83 + 4) | Baby & Toddler > Baby Safety | No |
These are the training products that have the "BABY SHOWER GIFTS" tag (processing sequence 5361). 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 |
|---|---|---|---|---|---|---|---|
| 18749 | White Cotton Sun Hat | 336 | Baby & Toddler > Baby Safety | none | 332 | none | |
| 18744 | Waves Cotton Sun Hat | 336 | Baby & Toddler > Baby Safety | none | 332 | none | |
| 18756 | Me & My Sister Picture Frame | 170 | none | 166 | none | ||
| 18714 | Blanket & Lovey Gift Set - Bunny | 170 | none | 166 | none | ||
| 18805 | Lion Nursery Pillow | 4 | none | 0 | none | ||
| 18810 | Lamb Mini Nursery Pillow - Grey and White | 4 | none | 0 | none | ||
| 18831 | Pink Crib Sheet | 4 | none | 0 | none |