Fold 1 - Understanding why coefficient 587 was selected
Tag: 2023 RESEARCH PUBLICATIONS
Selected Coefficient: 587
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 6
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? |
|---|---|---|---|---|---|
| 587 | 3.012048 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 3.024096 | 6 | 6 (6) | No | |
| -89 | 5.000000 | -6.1 | -1.6 (-(83 + 6)) | No | |
| 0 | 5.000000 | 0 | 0 (0) | No | |
| 676 | 5.000000 | 12.8 | 8.12 (8*83 + 12) | No |
These are the training products that have the "2023 RESEARCH PUBLICATIONS" tag (processing sequence 6081). 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 |
|---|---|---|---|---|---|---|---|
| 21977 | 2023 Marketing Report of AEC Firms | 676 | SURVEYS | 89 | none | ||
| 21968 | 2023 Fee & Billing Report | 587 | Business & Industrial > Finance & Insurance | none | 0 | REPORT | |
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 587 | Business & Industrial > Finance & Insurance | FINANCIAL PERFORMANCE, SURVEYS | 0 | none | |
| 21976 | 2023 Information Technology Report | 6 | none | -581 | REPORT | ||
| 21975 | 2023 Future Owners Bundle | 0 | BUNDLE | -587 | none | ||
| 21970 | 2023 Firms of the Future Bundle | -89 | MARKETING, FINANCIAL PERFORMANCE, SURVEYS, BUNDLE | -676 | none |