Fold 1 - Understanding why coefficient 5 was selected
Tag: VIP
Selected Coefficient: 5
Taxonomy Path: 5
Taxonomy Name:
Products with this tag: 4
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 | |
| 2383678 | 3.000000 | 1.1.14.4 | 4.14.1.1 (4*83^3 + 14*83^2 + 83 + 1) | No |
These are the training products that have the "VIP" tag (processing sequence 3125). 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 |
|---|---|---|---|---|---|---|---|
| 13790 | CHICAGO BULLS CLASSIC CHENILLE DK SHORT (PINK) | 2383678 | none | 2383673 | none | ||
| 21810 | 2024 VIP Bundle | 5 | none | 0 | FINANCIAL PERFORMANCE, SURVEYS, BUNDLE | ||
| 21942 | 2021 VIP Bundle (Value, Income, Profit) | 5 | none | 0 | FINANCIAL PERFORMANCE, BUNDLE | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | 5 | none | 0 | FINANCIAL PERFORMANCE, SURVEYS, BUNDLE, 2022 RESEARCH PUBLICATION |