Fold 1 - Understanding why coefficient 649 was selected
Tag: REPORT
Selected Coefficient: 649
Taxonomy Path: 17.8
Taxonomy Name: Media > Academic Papers & Studies
Products with this tag: 7
Unique residual values tried: 6
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? |
|---|---|---|---|---|---|
| 649 | 5.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | Yes |
| -553 | 5.012658 | -0.7 | -7.0 (-(7*79)) | No | |
| 0 | 5.012658 | 0 | 0 (0) | No | |
| -78892555 | 6.000000 | -74.0.1.2.2 | -2.2.1.0.74 (-(2*79^4 + 2*79^3 + 6241 + 74)) | No | |
| 559 | 6.000000 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | No |
| 6499 | 6.000000 | 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 3796). 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 | 5850 | none | |
| 21952 | 2022 Principals, Partners & Owners Report | 649 | Media > Academic Papers & Studies | none | 0 | none | |
| 21953 | 2022 Project Management Report | 649 | Media > Academic Papers & Studies | none | 0 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 559 | Business & Industrial > Finance & Insurance | none | -90 | none | |
| 21968 | 2023 Fee & Billing Report | 0 | 2023 RESEARCH PUBLICATIONS | -649 | none | ||
| 21976 | 2023 Information Technology Report | -553 | 2023 RESEARCH PUBLICATIONS | -1202 | none | ||
| 21811 | AEC Workplace of the Future Report | -78892555 | 2022 | -78893204 | none |