Fold 3 - Understanding why coefficient 6499 was selected
Tag: ADMINISTRATION
Selected Coefficient: 6499
Taxonomy Path: 21.3.1
Taxonomy Name: Services > Business Services > Human Resources & Payroll
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? |
|---|---|---|---|---|---|
| 6499 | 2.000000 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | Yes |
| -19039 | 2.012658 | -0.4.3 | -3.4.0 (-(3*79^2 + 4*79)) | No | |
| 0 | 2.012658 | 0 | 0 (0) | No |
These are the training products that have the "ADMINISTRATION" tag (processing sequence 2976). 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 |
|---|---|---|---|---|---|---|---|
| 19535 | Aaron Salonen | 6499 | Services > Business Services > Human Resources & Payroll | none | 0 | none | |
| 19539 | Anu Tuunanen | 6499 | Services > Business Services > Human Resources & Payroll | none | 0 | none | |
| 19557 | Tero Junttila | 0 | ECOMMERCE-SPECIALIST | -6499 | none | ||
| 19548 | Mareena Löfgrén | -19039 | ECOMMERCE-SPECIALIST | -25538 | none |