Fold 3 - Understanding why coefficient -559 was selected
Tag: SALARY
Selected Coefficient: -559
Taxonomy Path: -6.7
Taxonomy Name:
Products with this tag: 6
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? |
|---|---|---|---|---|---|
| -559 | 3.000000 | -6.7 | -7.6 (-(7*79 + 6)) | Yes | |
| 6 | 3.025316 | 6 | 6 (6) | Business & Industrial | No |
| 322 | 3.025316 | 6.4 | 4.6 (4*79 + 6) | Business & Industrial > Construction | No |
| 559 | 3.025316 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | No |
These are the training products that have the "SALARY" tag (processing sequence 2963). 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 | 559 | Business & Industrial > Finance & Insurance | none | 1118 | 2018 SURVEYS | |
| 21806 | 2018 Salary Survey of Architecture, Interior Design & Landscape Architecture Firms | 322 | Business & Industrial > Construction | none | 881 | Hardware > Power & Electrical Supplies | 2018 SURVEYS |
| 21789 | 2017 Salary Surveys of Engineering Firms | 6 | Business & Industrial | none | 565 | none | |
| 21810 | 2024 VIP Bundle | -559 | FINANCIAL PERFORMANCE | 0 | none | ||
| 21942 | 2021 VIP Bundle (Value, Income, Profit) | -559 | FINANCIAL PERFORMANCE | 0 | none | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -559 | FINANCIAL PERFORMANCE | 0 | 2022 RESEARCH PUBLICATION |