Fold 3 - 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: 16
Unique residual values tried: 8
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 | 5.060241 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 338 | 5.096386 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 6 | 5.120482 | 6 | 6 (6) | No | |
| 89 | 5.120482 | 6.1 | 1.6 (83 + 6) | No | |
| 681 | 14.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| 582 | 14.012048 | 1.7 | 7.1 (7*83 + 1) | No | |
| 333 | 14.012048 | 1.4 | 4.1 (4*83 + 1) | Apparel & Accessories > Handbag & Wallet Accessories | No |
| 5 | 15.000000 | 5 | 5 (5) | No |
These are the training products that have the "2018 SURVEYS" tag (processing sequence 5321). 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 |
|---|---|---|---|---|---|---|---|
| 21809 | 2018 Successful Firm Survey | 681 | Media > Academic Papers & Studies | none | 94 | none | |
| 21808 | 2018 Salary Surveys of Engineering Firms Bundle | 681 | Media > Academic Papers & Studies | none | 94 | none | |
| 21796 | 2018 Incentive Compensation Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21803 | 2018 Policies, Procedures & Benefits Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21798 | 2018 Management Compensation Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21801 | 2018 Operating Expenses Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21793 | 2018 Financial Performance Survey | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21794 | 2018 Financial Performance Survey Benchmarking Package - with Excel working file | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21807 | 2018 Salary Surveys of Engineering Firms | 582 | SALARY | -5 | none | ||
| 21792 | 2018 Fee & Billing Survey | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21797 | 2018 Information Technology Survey | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21804 | 2018 Principals, Partners & Owners Survey | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21806 | 2018 Salary Survey of Architecture, Interior Design & Landscape Architecture Firms | 333 | Apparel & Accessories > Handbag & Wallet Accessories | SALARY | -254 | none | |
| 21799 | 2018 Marketing Survey | 89 | none | -498 | none | ||
| 21805 | 2018 Recruitment and Retention Survey | 6 | none | -581 | none | ||
| 21802 | 2018 Owners Compensation Bundle | 5 | none | -582 | none |