Fold 0 - Understanding why coefficient 55523 was selected
Tag: HOT SALE
Selected Coefficient: 55523
Taxonomy Path: 1.1.11
Taxonomy Name: Apparel & Accessories > Clothing > Outfit Sets
Products with this tag: 3
Unique residual values tried: 2
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? |
|---|---|---|---|---|---|
| 55523 | 1.000000 | 1.1.11 | 11.1.1 (11*71^2 + 71 + 1) | Apparel & Accessories > Clothing > Outfit Sets | Yes |
| 0 | 2.000000 | 0 | 0 (0) | No |
These are the training products that have the "HOT SALE" tag (processing sequence 1424). 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 |
|---|---|---|---|---|---|---|---|
| 10108 | Back Buttons Crop Tank Top Wide Leg Pockets Pants Set | 55523 | Apparel & Accessories > Clothing > Outfit Sets | none | 0 | none | |
| 10122 | Turtleneck Sleeveless Crop Top High Waist Maxi Skirt Satin Set | 55523 | Apparel & Accessories > Clothing > Outfit Sets | none | 0 | none | |
| 245 | Burnt Orange Straight 13x4 Lace Front Straight Butterfly Haircut Ginger Wig Layered Hair | 0 | 13*4 LACE FRONT WIGS | -55523 | SALE COLLECTION |