Fold 4 - Understanding why coefficient -12798 was selected
Tag: ADMINISTRATION
Selected Coefficient: -12798
Taxonomy Path: -0.4.2
Taxonomy Name:
Products with this tag: 8
Unique residual values tried: 7
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? |
|---|---|---|---|---|---|
| -12798 | 3.025477 | -0.4.2 | -2.4.0 (-(2*79^2 + 4*79)) | Yes | |
| -316 | 3.025637 | -0.4 | -4.0 (-(4*79)) | No | |
| -12482 | 3.038135 | -0.0.2 | -2.0.0 (-(2*79^2)) | No | |
| 0 | 3.038135 | 0 | 0 (0) | No | |
| -19297 | 6.012658 | -21.7.3 | -3.7.21 (-(3*79^2 + 7*79 + 21)) | No | |
| -31463 | 6.012658 | -21.3.5 | -5.3.21 (-(5*79^2 + 3*79 + 21)) | No | |
| 6499 | 7.000000 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | No |
These are the training products that have the "ADMINISTRATION" tag (processing sequence 3821). 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 |
|---|---|---|---|---|---|---|---|
| 19539 | Anu Tuunanen | 6499 | Services > Business Services > Human Resources & Payroll | none | 19297 | Services > Professional Services > IT & Technology | none |
| 19557 | Tero Junttila | 0 | WOOLMAN-TEAM | 12798 | none | ||
| 19560 | Tuomas Nykänen | -316 | WOOLMAN-TEAM | 12482 | none | ||
| 19554 | Petteri Mustalahti | -12482 | WOOLMAN-TEAM | 316 | none | ||
| 19535 | Aaron Salonen | -12798 | WOOLMAN-TEAM | 0 | none | ||
| 19543 | Juha Harju | -12798 | WOOLMAN-TEAM | 0 | none | ||
| 19541 | Hain Joubert | -19297 | SALES, WOOLMAN-TEAM | -6499 | none | ||
| 19546 | Konsta Saarela | -31463 | SALES, WOOLMAN-TEAM | -18665 | none |