Fold 0 - Understanding why coefficient -643 was selected
Tag: RELEASED
Selected Coefficient: -643
Taxonomy Path: -11.8
Taxonomy Name:
Products with this tag: 3
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| -643 | 2.000000 | -11.8 | -8.11 (-(8*79 + 11)) | Yes | |
| 0 | 2.000000 | 0 | 0 (0) | No | |
| 6499 | 2.000000 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | No |
These are the training products that have the "RELEASED" tag (processing sequence 3731). 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 |
|---|---|---|---|---|---|---|---|
| 21820 | Compensation Data Platform | 6499 | Services > Business Services > Human Resources & Payroll | none | 7142 | none | |
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 0 | 2023 RESEARCH PUBLICATIONS | 643 | none | ||
| 21959 | 2022 Salary Report | -643 | 2022 RESEARCH PUBLICATION | 0 | none |