Fold 1 - Understanding why coefficient -4 was selected
Tag: DINOSAUR
Selected Coefficient: -4
Taxonomy Path: -4
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| -4 | 2.000000 | -4 | -4 (-(4)) | Yes | |
| 18903 | 2.000000 | 22.2.3 | 3.2.22 (3*79^2 + 2*79 + 22) | Software > Digital Goods & Currency > Digital Artwork | No |
| 78443548 | 2.000000 | 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 | No |
These are the training products that have the "DINOSAUR" tag (processing sequence 4013). 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 |
|---|---|---|---|---|---|---|---|
| 13224 | Dinosaur Grabber Assorted Colors 7.8" | 1 ct | 78443548 | Toys & Games > Toys > Dolls, Playsets & Toy Figures > Action & Toy Figures > Animal Figures | none | 78443552 | none | |
| 13579 | Dinosaur Ornate DE053 | 18903 | Software > Digital Goods & Currency > Digital Artwork | none | 18907 | none | |
| 18763 | Dino Rattle | -4 | KNIT, BABY | 0 | CATALOG |