Fold 0 - Understanding why coefficient -13146 was selected
Tag: FREE REPORT
Selected Coefficient: -13146
Taxonomy Path: -32.8.2
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? |
|---|---|---|---|---|---|
| -13146 | 1.000000 | -32.8.2 | -2.8.32 (-(2*79^2 + 8*79 + 32)) | Yes | |
| 649 | 1.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "FREE REPORT" tag (processing sequence 3186). 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 |
|---|---|---|---|---|---|---|---|
| 21831 | Impacts of COVID-19 on the AEC Industry Free Report | 649 | Media > Academic Papers & Studies | none | 13795 | none | |
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | -13146 | FREE RESOURCES, 2022 RESEARCH PUBLICATION | 0 | none |