Fold 3 - Understanding why coefficient -675 was selected
Tag: RELEASED
Selected Coefficient: -675
Taxonomy Path: -11.8
Taxonomy Name:
Products with this tag: 2
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? |
|---|---|---|---|---|---|
| -675 | 1.000000 | -11.8 | -8.11 (-(8*83 + 11)) | Yes | |
| 587 | 1.000000 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
These are the training products that have the "RELEASED" tag (processing sequence 5089). 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 |
|---|---|---|---|---|---|---|---|
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 587 | Business & Industrial > Finance & Insurance | none | 1262 | 2023 RESEARCH PUBLICATIONS | |
| 21959 | 2022 Salary Report | -675 | 2022 RESEARCH PUBLICATION | 0 | none |