Fold 0 - Understanding why coefficient 6499 was selected
Tag: AWARDS
Selected Coefficient: 6499
Taxonomy Path: 21.3.1
Taxonomy Name: Services > Business Services > Human Resources & Payroll
Products with this tag: 3
Unique residual values tried: 2
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? |
|---|---|---|---|---|---|
| 6499 | 0.000160 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | Yes |
| 258 | 0.000320 | 21.3 | 3.21 (3*79 + 21) | Services > Business Services | No |
These are the training products that have the "AWARDS" tag (processing sequence 2488). 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 |
|---|---|---|---|---|---|---|---|
| 21834 | 2023 Marketing Excellence Award | 6499 | Services > Business Services > Human Resources & Payroll | none | 0 | none | |
| 21844 | 2023 Trifecta Award Bundle | 6499 | Services > Business Services > Human Resources & Payroll | none | 0 | none | |
| 21841 | Top New Venture Award | 258 | Services > Business Services | none | -6241 | none |