Fold 1 - Understanding why coefficient -581 was selected
Tag: REPORT
Selected Coefficient: -581
Taxonomy Path: -0.7
Taxonomy Name:
Products with this tag: 8
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? |
|---|---|---|---|---|---|
| -581 | 3.036145 | -0.7 | -7.0 (-(7*83)) | Yes | |
| 0 | 3.036145 | 0 | 0 (0) | No | |
| -249 | 3.048193 | -0.3 | -3.0 (-(3*83)) | No | |
| 94 | 6.000000 | 11.1 | 1.11 (83 + 11) | No | |
| 7159 | 7.000000 | 21.3.1 | 1.3.21 (6889 + 3*83 + 21) | No |
These are the training products that have the "REPORT" tag (processing sequence 6657). 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 | 7159 | none | 7740 | none | ||
| 21953 | 2022 Project Management Report | 94 | 2022 RESEARCH PUBLICATION | 675 | none | ||
| 21952 | 2022 Principals, Partners & Owners Report | 94 | 2022 RESEARCH PUBLICATION | 675 | none | ||
| 21968 | 2023 Fee & Billing Report | 0 | 2023 RESEARCH PUBLICATIONS | 581 | none | ||
| 21951 | 2022 Operating Expenses Benchmarking Tool | 0 | 2022 RESEARCH PUBLICATION | 581 | none | ||
| 21943 | 2022 Best Performing Firms Report | -249 | 2022 RESEARCH PUBLICATION | 332 | none | ||
| 21976 | 2023 Information Technology Report | -581 | 2023 RESEARCH PUBLICATIONS | 0 | none | ||
| 21959 | 2022 Salary Report | -581 | 2022 RESEARCH PUBLICATION | 0 | none |