Fold 4 - Understanding why coefficient 587 was selected
Tag: FINANCIAL PERFORMANCE
Selected Coefficient: 587
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 8
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| 587 | 4.000000 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 0 | 6.000000 | 0 | 0 (0) | No | |
| 5 | 7.000000 | 5 | 5 (5) | No | |
| 681 | 7.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "FINANCIAL PERFORMANCE" tag (processing sequence 4575). 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 |
|---|---|---|---|---|---|---|---|
| 21808 | 2018 Salary Surveys of Engineering Firms Bundle | 681 | Media > Academic Papers & Studies | none | 94 | 2018 SURVEYS | |
| 21783 | 2017 Financial Performance Survey Benchmarking Package - with Excel working file | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21784 | 2017 Financial Performance Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21793 | 2018 Financial Performance Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | 2018 SURVEYS | |
| 21781 | 2016 Financial Performance Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21970 | 2023 Firms of the Future Bundle | 5 | none | -582 | 2023 RESEARCH PUBLICATIONS, MARKETING | ||
| 21942 | 2021 VIP Bundle (Value, Income, Profit) | 0 | SALARY | -587 | VIP, VALUATION | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | 0 | SALARY | -587 | VIP, VALUATION |