Fold 3 - Understanding why coefficient 681 was selected
Tag: 2022 RESEARCH PUBLICATION
Selected Coefficient: 681
Taxonomy Path: 17.8
Taxonomy Name: Media > Academic Papers & Studies
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? |
|---|---|---|---|---|---|
| 681 | 5.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | Yes |
| 6 | 7.024096 | 6 | 6 (6) | No | |
| 338 | 7.024096 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 587 | 7.024096 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | No |
| 0 | 9.000000 | 0 | 0 (0) | No | |
| 5 | 9.000000 | 5 | 5 (5) | No |
These are the training products that have the "2022 RESEARCH PUBLICATION" tag (processing sequence 4489). 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 |
|---|---|---|---|---|---|---|---|
| 21952 | 2022 Principals, Partners & Owners Report | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21961 | 2022 Valuation Report | 681 | Media > Academic Papers & Studies | none | 0 | VALUATION | |
| 21953 | 2022 Project Management Report | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21949 | 2022 Financial Performance Report and Benchmarking Tool | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21950 | 2022 Marketing Report of AEC Firms | 681 | Media > Academic Papers & Studies | none | 0 | none | |
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | 587 | Business & Industrial > Finance & Insurance | none | -94 | FREE RESOURCES, FREE REPORT | |
| 21943 | 2022 Best Performing Firms Report | 338 | Business & Industrial > Construction | none | -343 | none | |
| 21959 | 2022 Salary Report | 6 | none | -675 | RELEASED | ||
| 21843 | Total Research Publications Package Bundle 2022 | 5 | none | -676 | BUNDLE | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | 0 | SALARY | -681 | BUNDLE, VALUATION |