Fold 1 - Understanding why coefficient 174 was selected
Tag: SPEAKERS
Selected Coefficient: 174
Taxonomy Path: 8.2
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? |
|---|---|---|---|---|---|
| 174 | 0.000145 | 8.2 | 2.8 (2*83 + 8) | Yes | |
| 34619 | 0.000145 | 8.2.5 | 5.2.8 (5*83^2 + 2*83 + 8) | No |
These are the training products that have the "SPEAKERS" tag (processing sequence 5082). 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 |
|---|---|---|---|---|---|---|---|
| 33968 | Metal Shield Bluetooth Speaker | 34619 | none | 34445 | MUSIC FASHION, BEST SELLING | ||
| 33965 | Bluedio True Sound | 174 | none | 0 | BEST SELLING |