Fold 1 - Understanding why coefficient 85 was selected
Tag: 2017
Selected Coefficient: 85
Taxonomy Path: 6.1
Taxonomy Name: Business & Industrial > Advertising & Marketing
Products with this tag: 5
Unique residual values tried: 4
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? |
|---|---|---|---|---|---|
| 85 | 1.025316 | 6.1 | 1.6 (79 + 6) | Business & Industrial > Advertising & Marketing | Yes |
| 6 | 1.037975 | 6 | 6 (6) | Business & Industrial | No |
| 559 | 1.037975 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | No |
| 649 | 4.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "2017" tag (processing sequence 3398). 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 |
|---|---|---|---|---|---|---|---|
| 21791 | 2017 Valuation Survey | 649 | Media > Academic Papers & Studies | none | 564 | SURVEY | |
| 21783 | 2017 Financial Performance Survey Benchmarking Package - with Excel working file | 559 | Business & Industrial > Finance & Insurance | none | 474 | SURVEY | |
| 21785 | 2017 Marketing Survey | 85 | Business & Industrial > Advertising & Marketing | none | 0 | MARKETING, SURVEY | |
| 21786 | 2017 Operating Expenses Survey | 85 | Business & Industrial > Advertising & Marketing | none | 0 | none | |
| 21787 | 2017 Policies, Procedures & Benefits Survey | 6 | Business & Industrial | none | -79 | none |