Fold 2 - 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: 10
Unique residual values tried: 6
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 | 7.000000 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 0 | 8.000000 | 0 | 0 (0) | No | |
| 5 | 8.000000 | 5 | 5 (5) | No | |
| -676 | 9.000000 | -12.8 | -8.12 (-(8*83 + 12)) | No | |
| 94 | 9.000000 | 11.1 | 1.11 (83 + 11) | No | |
| 681 | 9.000000 | 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 4469). 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 |
|---|---|---|---|---|---|---|---|
| 21949 | 2022 Financial Performance Report and Benchmarking Tool | 681 | Media > Academic Papers & Studies | none | 94 | 2022 RESEARCH PUBLICATION | |
| 21781 | 2016 Financial Performance Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21783 | 2017 Financial Performance Survey Benchmarking Package - with Excel working file | 587 | Business & Industrial > Finance & Insurance | none | 0 | SURVEY | |
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 587 | Business & Industrial > Finance & Insurance | none | 0 | 2023 RESEARCH PUBLICATIONS, RELEASED | |
| 21808 | 2018 Salary Surveys of Engineering Firms Bundle | 94 | 2018 SURVEYS | -493 | none | ||
| 21810 | 2024 VIP Bundle | 5 | none | -582 | VIP | ||
| 21942 | 2021 VIP Bundle (Value, Income, Profit) | 5 | none | -582 | VIP | ||
| 21794 | 2018 Financial Performance Survey Benchmarking Package - with Excel working file | 0 | 2018 SURVEYS | -587 | none | ||
| 21793 | 2018 Financial Performance Survey | 0 | 2018 SURVEYS | -587 | none | ||
| 21970 | 2023 Firms of the Future Bundle | -676 | MARKETING | -1263 | 2023 RESEARCH PUBLICATIONS |