Fold 2 - Understanding why coefficient -581 was selected
Tag: FREE REPORT
Selected Coefficient: -581
Taxonomy Path: -0.7
Taxonomy Name:
Products with this tag: 4
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| -581 | 2.012048 | -0.7 | -7.0 (-(7*83)) | Yes | |
| 0 | 2.012048 | 0 | 0 (0) | No | |
| 681 | 3.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| 20937 | 3.000000 | 21.3.3 | 3.3.21 (3*83^2 + 3*83 + 21) | No |
These are the training products that have the "FREE REPORT" tag (processing sequence 6702). 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 | 20937 | none | 21518 | none | ||
| 21831 | Impacts of COVID-19 on the AEC Industry Free Report | 681 | Media > Academic Papers & Studies | none | 1262 | none | |
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | 0 | 2022 RESEARCH PUBLICATION | 581 | none | ||
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | -581 | 2022 RESEARCH PUBLICATION | 0 | none |