Fold 1 - Understanding why coefficient -3554808 was selected
Tag: WORKOUT
Selected Coefficient: -3554808
Taxonomy Path: -1.1.18.6
Taxonomy Name:
Products with this tag: 2
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? |
|---|---|---|---|---|---|
| -3554808 | 1.000000 | -1.1.18.6 | -6.18.1.1 (-(6*83^3 + 18*83^2 + 83 + 1)) | Yes | |
| 96530 | 1.000000 | 1.1.14 | 14.1.1 (14*83^2 + 83 + 1) | Apparel & Accessories > Clothing > Shorts | No |
These are the training products that have the "WORKOUT" tag (processing sequence 5118). 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 |
|---|---|---|---|---|---|---|---|
| 936 | Get Your Flirt On Short | 96530 | Apparel & Accessories > Clothing > Shorts | none | 3651338 | SHORTS, ACTIVEWEAR | |
| 1478 | Black Gumball Board Shorts | -3554808 | ATHLETIC, SWIM | 0 | PANTS, HIKING, BOTTOMS |