Fold 0 - Understanding why coefficient 587 was selected
Tag: FREE REPORT
Selected Coefficient: 587
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 4
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| 587 | 1.012048 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 1.024096 | 6 | 6 (6) | No | |
| 681 | 3.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "FREE REPORT" tag (processing sequence 4746). 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 | 681 | Media > Academic Papers & Studies | none | 94 | none | |
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | 6 | none | -581 | none |