Fold 3 - Understanding why coefficient -5 was selected
Tag: VALUATION
Selected Coefficient: -5
Taxonomy Path: -5
Taxonomy Name:
Products with this tag: 7
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? |
|---|---|---|---|---|---|
| -5 | 5.000000 | -5 | -5 (-(5)) | Yes | |
| 681 | 5.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| -686 | 6.000000 | -22.8 | -8.22 (-(8*83 + 22)) | No | |
| 0 | 6.000000 | 0 | 0 (0) | No | |
| 587 | 6.000000 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
These are the training products that have the "VALUATION" tag (processing sequence 5420). 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 |
|---|---|---|---|---|---|---|---|
| 21941 | 2021 Valuation Survey Report Benchmarking Package - with Excel working file | 681 | Media > Academic Papers & Studies | none | 686 | none | |
| 21791 | 2017 Valuation Survey | 681 | Media > Academic Papers & Studies | none | 686 | 2017 | |
| 21680 | 2024 Valuation Report of AEC Firms | 587 | Business & Industrial > Finance & Insurance | none | 592 | none | |
| 21961 | 2022 Valuation Report | 0 | 2022 RESEARCH PUBLICATION | 5 | none | ||
| 21810 | 2024 VIP Bundle | -5 | SALARY, BUNDLE | 0 | none | ||
| 21942 | 2021 VIP Bundle (Value, Income, Profit) | -5 | SALARY, BUNDLE | 0 | none | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -686 | SALARY, 2022 RESEARCH PUBLICATION, BUNDLE | -681 | none |