Fold 1 - Understanding why coefficient 474 was selected
Tag: SURVEY
Selected Coefficient: 474
Taxonomy Path: 0.6
Taxonomy Name:
Products with this tag: 3
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? |
|---|---|---|---|---|---|
| 474 | 2.000000 | 0.6 | 6.0 (6*79) | Yes | |
| 559 | 2.000000 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | No |
| 564 | 2.000000 | 11.7 | 7.11 (7*79 + 11) | No |
These are the training products that have the "SURVEY" tag (processing sequence 3736). 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 |
|---|---|---|---|---|---|---|---|
| 21791 | 2017 Valuation Survey | 564 | 2017 | 90 | none | ||
| 21785 | 2017 Marketing Survey | 559 | Business & Industrial > Finance & Insurance | 2017, MARKETING | 85 | Business & Industrial > Advertising & Marketing | none |
| 21783 | 2017 Financial Performance Survey Benchmarking Package - with Excel working file | 474 | 2017 | 0 | none |