Fold 0 - Understanding why coefficient -15804764467 was selected
Tag: PHOTOGRAPHY
Selected Coefficient: -15804764467
Taxonomy Path: -0.0.0.2.1.4
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? |
|---|---|---|---|---|---|
| -15804764467 | 1.000002 | -0.0.0.2.1.4 | -4.1.2.0.0.0 (-(4*83^5 + 47458321 + 2*83^3)) | Yes | |
| 0 | 1.000002 | 0 | 0 (0) | No | |
| 48608953 | 2.000000 | 3.2.1.2.1 | 1.2.1.2.3 (47458321 + 2*83^3 + 6889 + 2*83 + 3) | No |
These are the training products that have the "PHOTOGRAPHY" tag (processing sequence 6239). 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 |
|---|---|---|---|---|---|---|---|
| 19262 | Purple Reign by Dina Broadhurst | 48608953 | none | 15853373420 | none | ||
| 19134 | A day at Da Adolfo by Stuart Cantor | 0 | STUART CANTOR | 15804764467 | none | ||
| 19038 | Amalfi Forever by Stuart Cantor | -15804764467 | STUART CANTOR | 0 | none |