Fold 0 - Understanding why coefficient 6 was selected
Tag: SALARY
Selected Coefficient: 6
Taxonomy Path: 6
Taxonomy Name:
Products with this tag: 5
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| 6 | 2.024096 | 6 | 6 (6) | Yes | |
| 338 | 2.024096 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 587 | 2.024096 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
| -686 | 3.000000 | -22.8 | -8.22 (-(8*83 + 22)) | No |
These are the training products that have the "SALARY" tag (processing sequence 5697). 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 |
|---|---|---|---|---|---|---|---|
| 21807 | 2018 Salary Surveys of Engineering Firms | 587 | Business & Industrial > Finance & Insurance | none | 581 | 2018 SURVEYS | |
| 21806 | 2018 Salary Survey of Architecture, Interior Design & Landscape Architecture Firms | 338 | Business & Industrial > Construction | none | 332 | 2018 SURVEYS | |
| 21789 | 2017 Salary Surveys of Engineering Firms | 6 | none | 0 | none | ||
| 21810 | 2024 VIP Bundle | -686 | FINANCIAL PERFORMANCE, VIP, BUNDLE, VALUATION | -692 | none | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -686 | FINANCIAL PERFORMANCE, VIP, BUNDLE, VALUATION | -692 | none |