Fold 0 - Understanding why coefficient 78443548 was selected
Tag: 12 MONTHS
Selected Coefficient: 78443548
Taxonomy Path: 24.5.8.1.2
Taxonomy Name: Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures
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? |
|---|---|---|---|---|---|
| 78443548 | 0.000160 | 24.5.8.1.2 | 2.1.8.5.24 (2*79^4 + 493039 + 8*79^2 + 5*79 + 24) | Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures | Yes |
| 6660 | 0.000320 | 24.5.1 | 1.5.24 (6241 + 5*79 + 24) | Toys & Games > Toys > Activity Toys | No |
These are the training products that have the "12 MONTHS" tag (processing sequence 244). 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 |
|---|---|---|---|---|---|---|---|
| 2746 | Peter Rabbit Pull Along Toy | 78443548 | Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures | none | 0 | PETER RABBIT | |
| 2748 | Winnie The Pooh Pull Along Toy | 78443548 | Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures | none | 0 | none | |
| 2747 | Peter Rabbit Push Along Toy | 6660 | Toys & Games > Toys > Activity Toys | none | -78436888 | CHRISTMAS GIFT, PETER RABBIT |