Fold 1 - Understanding why coefficient 559 was selected
Tag: FREE REPORT
Selected Coefficient: 559
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? |
|---|---|---|---|---|---|
| 559 | 1.012658 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 1.025316 | 6 | 6 (6) | Business & Industrial | No |
| 649 | 3.000000 | 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 2974). 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 | 90 | 2021 | |
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | 6 | Business & Industrial | none | -553 | none |