Fold 0 - Understanding why coefficient 649 was selected
Tag: 2022 RESEARCH PUBLICATION
Selected Coefficient: 649
Taxonomy Path: 17.8
Taxonomy Name: Media > Academic Papers & Studies
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? |
|---|---|---|---|---|---|
| 649 | 4.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | Yes |
| 6 | 7.012658 | 6 | 6 (6) | Business & Industrial | No |
| 322 | 7.012658 | 6.4 | 4.6 (4*79 + 6) | Business & Industrial > Construction | No |
| -12497 | 8.000000 | -15.0.2 | -2.0.15 (-(2*79^2 + 15)) | No | |
| 0 | 8.000000 | 0 | 0 (0) | No |
These are the training products that have the "2022 RESEARCH PUBLICATION" tag (processing sequence 2802). 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 |
|---|---|---|---|---|---|---|---|
| 21961 | 2022 Valuation Report | 649 | Media > Academic Papers & Studies | none | 0 | none | |
| 21949 | 2022 Financial Performance Report and Benchmarking Tool | 649 | Media > Academic Papers & Studies | none | 0 | none | |
| 21950 | 2022 Marketing Report of AEC Firms | 649 | Media > Academic Papers & Studies | none | 0 | 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 | |
| 21943 | 2022 Best Performing Firms Report | 322 | Business & Industrial > Construction | none | -327 | none | |
| 21959 | 2022 Salary Report | 6 | Business & Industrial | none | -643 | RELEASED | |
| 21843 | Total Research Publications Package Bundle 2022 | 0 | none | -649 | none | ||
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | -12497 | FREE RESOURCES | -13146 | FREE REPORT |