Fold 3 - Understanding why coefficient -14474 was selected
Tag: FREE REPORT
Selected Coefficient: -14474
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? |
|---|---|---|---|---|---|
| -14474 | 1.000000 | -32.8.2 | -2.8.32 (-(2*83^2 + 8*83 + 32)) | Yes | |
| 6557 | 1.000000 | 0.79 | 79.0 (79*83) | No |
These are the training products that have the "FREE REPORT" tag (processing sequence 5022). 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 |
|---|---|---|---|---|---|---|---|
| 21832 | Innovation Discovery: The State of Artificial Intelligence (AI) in AEC | 6557 | FREE RESOURCES | 21031 | none | ||
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | -14474 | 2022 RESEARCH PUBLICATION, FREE RESOURCES | 0 | none |