Fold 1 - 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: 10
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? |
|---|---|---|---|---|---|
| 6499 | 4.012979 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | Yes |
| 18981 | 4.013139 | 21.3.3 | 3.3.21 (3*79^2 + 3*79 + 21) | Services > Business Services > Office Services | No |
| 6815 | 4.063291 | 21.7.1 | 1.7.21 (6241 + 7*79 + 21) | Services > Professional Services > Consulting Services | No |
| 0 | 7.012818 | 0 | 0 (0) | No | |
| -18723 | 7.012818 | -0.0.3 | -3.0.0 (-(3*79^2)) | No | |
| 316 | 7.025316 | 0.4 | 4.0 (4*79) | No | |
| -6815 | 9.000000 | -21.7.1 | -1.7.21 (-(6241 + 7*79 + 21)) | No |
These are the training products that have the "ADMINISTRATION" tag (processing sequence 4153). 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 | 18981 | Services > Business Services > Office Services | none | 12482 | none | |
| 19545 | Kaisu Piisilä | 18981 | Services > Business Services > Office Services | none | 12482 | none | |
| 19554 | Petteri Mustalahti | 6815 | Services > Professional Services > Consulting Services | none | 316 | none | |
| 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 | |
| 19543 | Juha Harju | 6499 | Services > Business Services > Human Resources & Payroll | none | 0 | none | |
| 19557 | Tero Junttila | 316 | ECOMMERCE-SPECIALIST | -6183 | none | ||
| 19546 | Konsta Saarela | 0 | SALES | -6499 | none | ||
| 19541 | Hain Joubert | -6815 | ECOMMERCE-SPECIALIST, SALES | -13314 | none | ||
| 19548 | Mareena Löfgrén | -18723 | ECOMMERCE-SPECIALIST | -25222 | none |