Fold 1 - Understanding why coefficient -474310 was selected
Tag: BOOK
Selected Coefficient: -474310
Taxonomy Path: -73.78.75
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? |
|---|---|---|---|---|---|
| -474310 | 1.000000 | -73.78.75 | -75.78.73 (-(75*79^2 + 78*79 + 73)) | Yes | |
| 18819 | 1.000000 | 17.1.3 | 3.1.17 (3*79^2 + 79 + 17) | Media > Books > Print Books | No |
These are the training products that have the "BOOK" tag (processing sequence 841). 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 | 18819 | Media > Books > Print Books | none | 493129 | none | |
| 4145 | ChipScapes - A History of Computer Chips Told Through Art | -474310 | GIFT, AMD | 0 | none |