Fold 0 - Understanding why coefficient -353009 was selected
Tag: BOOK
Selected Coefficient: -353009
Taxonomy Path: -68.1.70
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? |
|---|---|---|---|---|---|
| -353009 | 1.000000 | -68.1.70 | -70.1.68 (-(70*71^2 + 71 + 68)) | Yes | |
| 15211 | 1.000000 | 17.1.3 | 3.1.17 (3*71^2 + 71 + 17) | Media > Books > Print Books | No |
These are the training products that have the "BOOK" tag (processing sequence 767). 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 |
|---|---|---|---|---|---|---|---|
| 990 | Healing Oils by Carol Schiller & David Schiller | 15211 | Media > Books > Print Books | none | 368220 | Home & Garden > Decor > Artificial Flora > Artificial Flowering Plants | none |
| 4145 | ChipScapes - A History of Computer Chips Told Through Art | -353009 | SILICON WAFER, AMD, GIFT | 0 | none |