Fold 0 - Understanding why coefficient 559 was selected
Tag: SURVEY
Selected Coefficient: 559
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 5
Unique residual values tried: 3
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 | 2.012658 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 2.025316 | 6 | 6 (6) | Business & Industrial | No |
| 649 | 3.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "SURVEY" tag (processing sequence 3544). 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 |
|---|---|---|---|---|---|---|---|
| 21788 | 2017 Project Management Survey | 649 | Media > Academic Papers & Studies | none | 90 | none | |
| 21791 | 2017 Valuation Survey | 649 | Media > Academic Papers & Studies | none | 90 | none | |
| 21783 | 2017 Financial Performance Survey Benchmarking Package - with Excel working file | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21784 | 2017 Financial Performance Survey | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21789 | 2017 Salary Surveys of Engineering Firms | 6 | Business & Industrial | none | -553 | none |