Fold 3 - Understanding why coefficient 6499 was selected
Tag: SALES
Selected Coefficient: 6499
Taxonomy Path: 21.3.1
Taxonomy Name: Services > Business Services > Human Resources & Payroll
Products with this tag: 2
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 | 0.012658 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | Yes |
| 31779 | 0.012658 | 21.7.5 | 5.7.21 (5*79^2 + 7*79 + 21) | Services > Professional Services > Marketing & Advertising | No |
These are the training products that have the "SALES" tag (processing sequence 3283). 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 |
|---|---|---|---|---|---|---|---|
| 19542 | Jacinda Vuorinen | 31779 | Services > Professional Services > Marketing & Advertising | none | 25280 | none | |
| 19555 | Pinja Kuitunen | 6499 | Services > Business Services > Human Resources & Payroll | none | 0 | none |