Fold 4 - Understanding why coefficient 7159 was selected
Tag: ADMINISTRATION
Selected Coefficient: 7159
Taxonomy Path: 21.3.1
Taxonomy Name:
Products with this tag: 9
Unique residual values tried: 5
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? |
|---|---|---|---|---|---|
| 7159 | 4.000290 | 21.3.1 | 1.3.21 (6889 + 3*83 + 21) | Yes | |
| 20937 | 4.000435 | 21.3.3 | 3.3.21 (3*83^2 + 3*83 + 21) | No | |
| 0 | 6.012048 | 0 | 0 (0) | No | |
| -20999 | 6.024096 | -0.4.3 | -3.4.0 (-(3*83^2 + 4*83)) | No | |
| -7823 | 8.000000 | -21.11.1 | -1.11.21 (-(6889 + 11*83 + 21)) | No |
These are the training products that have the "ADMINISTRATION" tag (processing sequence 6015). 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 |
|---|---|---|---|---|---|---|---|
| 19560 | Tuomas Nykänen | 20937 | none | 13778 | none | ||
| 19545 | Kaisu Piisilä | 20937 | none | 13778 | none | ||
| 19539 | Anu Tuunanen | 7159 | none | 0 | none | ||
| 19543 | Juha Harju | 7159 | none | 0 | none | ||
| 19535 | Aaron Salonen | 7159 | none | 0 | none | ||
| 19546 | Konsta Saarela | 0 | SALES | -7159 | none | ||
| 19557 | Tero Junttila | 0 | ECOMMERCE-SPECIALIST | -7159 | none | ||
| 19541 | Hain Joubert | -7823 | ECOMMERCE-SPECIALIST, SALES | -14982 | none | ||
| 19548 | Mareena Löfgrén | -20999 | ECOMMERCE-SPECIALIST | -28158 | none |