Fold 3 - Understanding why coefficient 14380 was selected
Tag: FREE RESOURCES
Selected Coefficient: 14380
Taxonomy Path: 21.7.2
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| 14380 | 1.012048 | 21.7.2 | 2.7.21 (2*83^2 + 7*83 + 21) | Yes | |
| 20937 | 1.024096 | 21.3.3 | 3.3.21 (3*83^2 + 3*83 + 21) | No | |
| -94 | 3.000000 | -11.1 | -1.11 (-(83 + 11)) | No |
These are the training products that have the "FREE RESOURCES" tag (processing sequence 4788). 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 | 6557 | FREE REPORT | ||
| 21814 | Analytics Boost Business Valuations - Clayton & McKervey Sponsored Webinar | 14380 | none | 0 | none | ||
| 21830 | If I Only Knew Then What I Know Now: The Secret to Successful Transactions - A Clayton & McKervey Sponsored Webinar | 14380 | none | 0 | none | ||
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | -94 | 2022 RESEARCH PUBLICATION | -14474 | FREE REPORT |