Fold 0 - Understanding why coefficient -582 was selected
Tag: VIP
Selected Coefficient: -582
Taxonomy Path: -1.7
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? |
|---|---|---|---|---|---|
| -582 | 1.000000 | -1.7 | -7.1 (-(7*83 + 1)) | Yes | |
| 41687 | 2.000000 | 21.4.6 | 6.4.21 (6*83^2 + 4*83 + 21) | No |
These are the training products that have the "VIP" tag (processing sequence 3672). 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 |
|---|---|---|---|---|---|---|---|
| 11266 | Special $1200 Museum/Drawing Session Option D | 41687 | none | 42269 | PAINTING | ||
| 21810 | 2024 VIP Bundle | -582 | FINANCIAL PERFORMANCE | 0 | BUNDLE, VALUATION, SALARY | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -582 | FINANCIAL PERFORMANCE | 0 | BUNDLE, VALUATION, SALARY |