Fold 2 - Understanding why coefficient 587 was selected
Tag: 2022 RESEARCH PUBLICATION
Selected Coefficient: 587
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 9
Unique residual values tried: 7
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 | 4.036145 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 89 | 4.048193 | 6.1 | 1.6 (83 + 6) | No | |
| 6 | 4.048193 | 6 | 6 (6) | No | |
| 338 | 4.048193 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 681 | 7.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| 94 | 8.000000 | 11.1 | 1.11 (83 + 11) | No | |
| 0 | 8.000000 | 0 | 0 (0) | No |
These are the training products that have the "2022 RESEARCH PUBLICATION" tag (processing sequence 5262). 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 |
|---|---|---|---|---|---|---|---|
| 21953 | 2022 Project Management Report | 681 | Media > Academic Papers & Studies | none | 94 | none | |
| 21961 | 2022 Valuation Report | 681 | Media > Academic Papers & Studies | none | 94 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 587 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | 587 | Business & Industrial > Finance & Insurance | none | 0 | FREE REPORT | |
| 21943 | 2022 Best Performing Firms Report | 338 | Business & Industrial > Construction | none | -249 | none | |
| 21949 | 2022 Financial Performance Report and Benchmarking Tool | 94 | FINANCIAL PERFORMANCE | -493 | none | ||
| 21958 | 2022 Recruitment and Retention Report | 89 | none | -498 | RELEASED | ||
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | 6 | none | -581 | FREE REPORT | ||
| 21950 | 2022 Marketing Report of AEC Firms | 0 | MARKETING | -587 | none |