Fold 2 - Understanding why coefficient 6 was selected
Tag: 2023 RESEARCH PUBLICATIONS
Selected Coefficient: 6
Taxonomy Path: 6
Taxonomy Name:
Products with this tag: 5
Unique residual values tried: 5
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 | 3.012048 | 6 | 6 (6) | Yes | |
| 587 | 3.012048 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
| -1263 | 4.000000 | -18.15 | -15.18 (-(15*83 + 18)) | No | |
| 0 | 4.000000 | 0 | 0 (0) | No | |
| 5 | 4.000000 | 5 | 5 (5) | No |
These are the training products that have the "2023 RESEARCH PUBLICATIONS" tag (processing sequence 5570). 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 |
|---|---|---|---|---|---|---|---|
| 21968 | 2023 Fee & Billing Report | 587 | Business & Industrial > Finance & Insurance | none | 581 | none | |
| 21976 | 2023 Information Technology Report | 6 | none | 0 | none | ||
| 21975 | 2023 Future Owners Bundle | 5 | none | -1 | none | ||
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 0 | FINANCIAL PERFORMANCE | -6 | RELEASED | ||
| 21970 | 2023 Firms of the Future Bundle | -1263 | MARKETING, FINANCIAL PERFORMANCE | -1269 | none |