Fold 4 - Understanding why coefficient 6 was selected
Tag: REPORT
Selected Coefficient: 6
Taxonomy Path: 6
Taxonomy Name: Business & Industrial
Products with this tag: 9
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 | 3.037975 | 6 | 6 (6) | Business & Industrial | Yes |
| 559 | 3.050633 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | No |
| 322 | 3.063291 | 6.4 | 4.6 (4*79 + 6) | Business & Industrial > Construction | No |
| 649 | 7.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
| 6499 | 8.000000 | 21.3.1 | 1.3.21 (6241 + 3*79 + 21) | Services > Business Services > Human Resources & Payroll | No |
These are the training products that have the "REPORT" tag (processing sequence 3650). 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 | 6499 | Services > Business Services > Human Resources & Payroll | none | 6493 | none | |
| 21952 | 2022 Principals, Partners & Owners Report | 649 | Media > Academic Papers & Studies | none | 643 | none | |
| 21953 | 2022 Project Management Report | 649 | Media > Academic Papers & Studies | none | 643 | none | |
| 21968 | 2023 Fee & Billing Report | 559 | Business & Industrial > Finance & Insurance | none | 553 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 559 | Business & Industrial > Finance & Insurance | none | 553 | none | |
| 21943 | 2022 Best Performing Firms Report | 322 | Business & Industrial > Construction | none | 316 | none | |
| 21976 | 2023 Information Technology Report | 6 | Business & Industrial | none | 0 | none | |
| 21959 | 2022 Salary Report | 6 | Business & Industrial | none | 0 | none | |
| 21811 | AEC Workplace of the Future Report | 6 | Business & Industrial | none | 0 | none |