Fold 1 - 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: 12
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 | 8.024096 | 6.7 | 7.6 (7*83 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 8.036145 | 6 | 6 (6) | No | |
| 338 | 8.036145 | 6.4 | 4.6 (4*83 + 6) | Business & Industrial > Construction | No |
| 681 | 9.000000 | 17.8 | 8.17 (8*83 + 17) | Media > Academic Papers & Studies | No |
| 0 | 9.012048 | 0 | 0 (0) | No | |
| -581 | 9.024096 | -0.7 | -7.0 (-(7*83)) | No | |
| -5 | 11.000000 | -5 | -5 (-(5)) | No | |
| 676 | 11.000000 | 12.8 | 8.12 (8*83 + 12) | No |
These are the training products that have the "2022 RESEARCH PUBLICATION" tag (processing sequence 6609). 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 |
|---|---|---|---|---|---|---|---|
| 21949 | 2022 Financial Performance Report and Benchmarking Tool | 681 | Media > Academic Papers & Studies | FINANCIAL PERFORMANCE, SURVEYS | 94 | none | |
| 21953 | 2022 Project Management Report | 681 | Media > Academic Papers & Studies | none | 94 | REPORT | |
| 21952 | 2022 Principals, Partners & Owners Report | 681 | Media > Academic Papers & Studies | none | 94 | REPORT | |
| 21958 | 2022 Recruitment and Retention Report | 676 | SURVEYS | 89 | none | ||
| 21843 | Total Research Publications Package Bundle 2022 | 587 | Business & Industrial > Finance & Insurance | SURVEYS, BUNDLE | 0 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 587 | Business & Industrial > Finance & Insurance | none | 0 | REPORT | |
| 21943 | 2022 Best Performing Firms Report | 338 | Business & Industrial > Construction | none | -249 | REPORT | |
| 21959 | 2022 Salary Report | 6 | none | -581 | REPORT | ||
| 21826 | Free Preview for 2022 Valuation Report of AEC Firms | 0 | FREE REPORT | -587 | none | ||
| 21825 | Free Preview for 2022 Salary Report for Engineering and Architecture Firms | 0 | FREE REPORT | -587 | none | ||
| 21962 | 2022 VIP Bundle (Value, Income, Profit) | -5 | VIP, FINANCIAL PERFORMANCE, SURVEYS, BUNDLE | -592 | none | ||
| 21824 | Free Preview for 2022 Recruitment & Retention Report of AEC Firms | -581 | FREE REPORT | -1168 | none |