Fold 4 - Understanding why coefficient 5 was selected
Tag: SALARY
Selected Coefficient: 5
Taxonomy Path: 5
Taxonomy Name:
Products with this tag: 3
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? |
|---|---|---|---|---|---|
| 5 | 1.000000 | 5 | 5 (5) | Yes | |
| 6 | 2.000000 | 6 | 6 (6) | No |
These are the training products that have the "SALARY" tag (processing sequence 3648). 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 |
|---|---|---|---|---|---|---|---|
| 21789 | 2017 Salary Surveys of Engineering Firms | 6 | none | 1 | none | ||
| 21942 | 2021 VIP Bundle (Value, Income, Profit) | 5 | none | 0 | FINANCIAL PERFORMANCE, VIP, VALUATION | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | 5 | none | 0 | FINANCIAL PERFORMANCE, VIP, VALUATION |