Fold 0 - Understanding why coefficient 681 was selected
Tag: VALUATION
Selected Coefficient: 681
Taxonomy Path: 17.8
Taxonomy Name: Media > Academic Papers & Studies
Products with this tag: 7
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 | 4.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | Yes |
| -5 | 5.000000 | -5 | -5 (-(5)) | No | |
| 587 | 5.000000 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
These are the training products that have the "VALUATION" tag (processing sequence 5410). 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 | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21791 | 2017 Valuation Survey | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21941 | 2021 Valuation Survey Report Benchmarking Package - with Excel working file | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21790 | 2017 Valuation Survey Benchmarking Package - with Excel working file | 587 | Business & Industrial > Finance & Insurance | none | -94 | none | |
| 21680 | 2024 Valuation Report of AEC Firms | 587 | Business & Industrial > Finance & Insurance | none | -94 | none | |
| 21810 | 2024 VIP Bundle | -5 | FINANCIAL PERFORMANCE, VIP, BUNDLE | -686 | SALARY | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -5 | FINANCIAL PERFORMANCE, VIP, BUNDLE | -686 | SALARY |