Fold 2 - Understanding why coefficient 681 was selected
Tag: SURVEY
Selected Coefficient: 681
Taxonomy Path: 17.8
Taxonomy Name: Media > Academic Papers & Studies
Products with this tag: 4
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| 681 | 2.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | Yes |
| 0 | 3.000000 | 0 | 0 (0) | No | |
| 6 | 3.000000 | 6 | 6 (6) | No |
These are the training products that have the "SURVEY" tag (processing sequence 4866). 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 |
|---|---|---|---|---|---|---|---|
| 21788 | 2017 Project Management Survey | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21791 | 2017 Valuation Survey | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21789 | 2017 Salary Surveys of Engineering Firms | 6 | none | -675 | none | ||
| 21783 | 2017 Financial Performance Survey Benchmarking Package - with Excel working file | 0 | FINANCIAL PERFORMANCE | -681 | none |