Fold 1 - Understanding why coefficient 559 was selected
Tag: 2018 SURVEYS
Selected Coefficient: 559
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 14
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? |
|---|---|---|---|---|---|
| 559 | 2.063291 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 322 | 2.101266 | 6.4 | 4.6 (4*79 + 6) | Business & Industrial > Construction | No |
| 6 | 2.139241 | 6 | 6 (6) | Business & Industrial | No |
| 649 | 12.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "2018 SURVEYS" tag (processing sequence 2873). 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 | 649 | Media > Academic Papers & Studies | none | 90 | none | |
| 21808 | 2018 Salary Surveys of Engineering Firms Bundle | 649 | Media > Academic Papers & Studies | none | 90 | none | |
| 21794 | 2018 Financial Performance Survey Benchmarking Package - with Excel working file | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21796 | 2018 Incentive Compensation Survey | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21798 | 2018 Management Compensation Survey | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21801 | 2018 Operating Expenses Survey | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21803 | 2018 Policies, Procedures & Benefits Survey | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21793 | 2018 Financial Performance Survey | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21807 | 2018 Salary Surveys of Engineering Firms | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21806 | 2018 Salary Survey of Architecture, Interior Design & Landscape Architecture Firms | 322 | Business & Industrial > Construction | none | -237 | none | |
| 21797 | 2018 Information Technology Survey | 322 | Business & Industrial > Construction | none | -237 | none | |
| 21792 | 2018 Fee & Billing Survey | 322 | Business & Industrial > Construction | none | -237 | none | |
| 21804 | 2018 Principals, Partners & Owners Survey | 322 | Business & Industrial > Construction | none | -237 | none | |
| 21805 | 2018 Recruitment and Retention Survey | 6 | Business & Industrial | none | -553 | none |