Fold 4 - Understanding why coefficient 6 was selected
Tag: REPORT
Selected Coefficient: 6
Taxonomy Path: 6
Taxonomy Name:
Products with this tag: 9
Unique residual values tried: 7
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 | 5.024096 | 6 | 6 (6) | Yes | |
| 587 | 5.036145 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
| 338 | 5.036145 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 681 | 7.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| 581 | 7.012048 | 0.7 | 7.0 (7*83) | No | |
| 0 | 7.012048 | 0 | 0 (0) | No | |
| 7159 | 8.000000 | 21.3.1 | 1.3.21 (6889 + 3*83 + 21) | No |
These are the training products that have the "REPORT" tag (processing sequence 6040). 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 | 7153 | none | ||
| 21952 | 2022 Principals, Partners & Owners Report | 681 | Media > Academic Papers & Studies | none | 675 | none | |
| 21953 | 2022 Project Management Report | 681 | Media > Academic Papers & Studies | none | 675 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 587 | Business & Industrial > Finance & Insurance | none | 581 | none | |
| 21968 | 2023 Fee & Billing Report | 581 | 2023 RESEARCH PUBLICATIONS | 575 | none | ||
| 21943 | 2022 Best Performing Firms Report | 338 | Business & Industrial > Construction | none | 332 | none | |
| 21811 | AEC Workplace of the Future Report | 6 | none | 0 | 2022 | ||
| 21959 | 2022 Salary Report | 6 | none | 0 | none | ||
| 21976 | 2023 Information Technology Report | 0 | 2023 RESEARCH PUBLICATIONS | -6 | none |