Fold 4 - Understanding why coefficient 587 was selected
Tag: 2018 SURVEYS
Selected Coefficient: 587
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 11
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 | 3.048193 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 338 | 3.060241 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 89 | 3.084337 | 6.1 | 1.6 (83 + 6) | No | |
| 0 | 10.000000 | 0 | 0 (0) | No | |
| 5 | 10.000000 | 5 | 5 (5) | No | |
| 94 | 10.000000 | 11.1 | 1.11 (83 + 11) | No |
These are the training products that have the "2018 SURVEYS" tag (processing sequence 5223). 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 |
|---|---|---|---|---|---|---|---|
| 21798 | 2018 Management Compensation Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21796 | 2018 Incentive Compensation Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21801 | 2018 Operating Expenses Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21803 | 2018 Policies, Procedures & Benefits Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21797 | 2018 Information Technology Survey | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21792 | 2018 Fee & Billing Survey | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21804 | 2018 Principals, Partners & Owners Survey | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21808 | 2018 Salary Surveys of Engineering Firms Bundle | 94 | FINANCIAL PERFORMANCE | -493 | none | ||
| 21799 | 2018 Marketing Survey | 89 | none | -498 | MARKETING | ||
| 21802 | 2018 Owners Compensation Bundle | 5 | none | -582 | none | ||
| 21793 | 2018 Financial Performance Survey | 0 | FINANCIAL PERFORMANCE | -587 | none |