Fold 4 - Understanding why coefficient -60585 was selected
Tag: O365
Selected Coefficient: -60585
Taxonomy Path: -22.1.12
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| -60585 | 1.000000 | -22.1.12 | -12.1.22 (-(12*71^2 + 71 + 22)) | Yes | |
| 0 | 1.000000 | 0 | 0 (0) | No |
These are the training products that have the "O365" tag (processing sequence 1055). 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 |
|---|---|---|---|---|---|---|---|
| 1807 | Microsoft Office 2019 Home and Business | 0 | MICROSOFT OUTLOOK 365 | 60585 | Software > Computer Software > Office Application Software | WINDOWS 365 | |
| 1811 | Microsoft Office 2019 Professional Plus | -60585 | INTERNET EXPLORER 11, MICROSOFT OUTLOOK 365 | 0 | WINDOWS 365 |