Fold 3 - Understanding why coefficient 6 was selected
Tag: 2022 RESEARCH PUBLICATION
Selected Coefficient: 6
Taxonomy Path: 6
Taxonomy Name: Business & Industrial
Products with this tag: 11
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? |
|---|---|---|---|---|---|
| 6 | 5.050633 | 6 | 6 (6) | Business & Industrial | Yes |
| 559 | 5.050633 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | No |
| 322 | 5.063291 | 6.4 | 4.6 (4*79 + 6) | Business & Industrial > Construction | No |
| 85 | 5.063291 | 6.1 | 1.6 (79 + 6) | Business & Industrial > Advertising & Marketing | No |
| 649 | 8.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
| 0 | 10.000000 | 0 | 0 (0) | No | |
| 564 | 10.000000 | 11.7 | 7.11 (7*79 + 11) | No |
These are the training products that have the "2022 RESEARCH PUBLICATION" tag (processing sequence 3555). 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 |
|---|---|---|---|---|---|---|---|
| 21961 | 2022 Valuation Report | 649 | Media > Academic Papers & Studies | none | 643 | none | |
| 21952 | 2022 Principals, Partners & Owners Report | 649 | Media > Academic Papers & Studies | none | 643 | none | |
| 21953 | 2022 Project Management Report | 649 | Media > Academic Papers & Studies | none | 643 | none | |
| 21950 | 2022 Marketing Report of AEC Firms | 564 | MARKETING | 558 | none | ||
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | 559 | Business & Industrial > Finance & Insurance | none | 553 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 559 | Business & Industrial > Finance & Insurance | none | 553 | none | |
| 21943 | 2022 Best Performing Firms Report | 322 | Business & Industrial > Construction | none | 316 | none | |
| 21958 | 2022 Recruitment and Retention Report | 85 | Business & Industrial > Advertising & Marketing | none | 79 | none | |
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | 6 | Business & Industrial | none | 0 | none | |
| 21959 | 2022 Salary Report | 6 | Business & Industrial | none | 0 | none | |
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | 0 | FINANCIAL PERFORMANCE, SALARY | -6 | none |