Fold 1 - 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: 5
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? |
|---|---|---|---|---|---|
| 587 | 2.012048 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 2.024096 | 6 | 6 (6) | No | |
| 1268 | 4.000000 | 23.15 | 15.23 (15*83 + 23) | No | |
| 20937 | 4.000000 | 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 5647). 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 | 20350 | none | ||
| 21831 | Impacts of COVID-19 on the AEC Industry Free Report | 1268 | SURVEYS | 681 | Media > Academic Papers & Studies | 2021 | |
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | 587 | Business & Industrial > Finance & Insurance | none | 0 | 2022 RESEARCH PUBLICATION | |
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | 587 | Business & Industrial > Finance & Insurance | none | 0 | 2022 RESEARCH PUBLICATION | |
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | 6 | none | -581 | 2022 RESEARCH PUBLICATION |