Fold 3 - Understanding why coefficient 168507 was selected
Tag: METAL SIGN
Selected Coefficient: 168507
Taxonomy Path: 0.0.27
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? |
|---|---|---|---|---|---|
| 168507 | 1.000000 | 0.0.27 | 27.0.0 (27*79^2) | Yes | |
| 312301 | 1.000000 | 14.3.50 | 50.3.14 (50*79^2 + 3*79 + 14) | Home & Garden > Decor > Novelty Signs | No |
These are the training products that have the "METAL SIGN" tag (processing sequence 2052). 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 |
|---|---|---|---|---|---|---|---|
| 9705 | Robotics Engineering Sign, Robotics Engineering Gift, Robotics Engineering Sign, Engineer Decor, Engineer Graduation Gift Q-SSO021 | 312301 | Home & Garden > Decor > Novelty Signs | none | 143794 | Home & Garden > Decor > Decorative Plaques | none |
| 9768 | Saint Bernard Sign Funny Dog Sign No Trespassing Sign Dog Warning Sign Beware of Dog Sign Warning Sign Yard Sign Welcome Sign Decor Z-PIS230 | 168507 | FRONT DOOR SIGN | 0 | none |