Fold 1 - Understanding why coefficient 559 was selected
Tag: 2023 RESEARCH PUBLICATIONS
Selected Coefficient: 559
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
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? |
|---|---|---|---|---|---|
| 559 | 1.025316 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 6 | 1.037975 | 6 | 6 (6) | Business & Industrial | No |
| 85 | 1.037975 | 6.1 | 1.6 (79 + 6) | Business & Industrial > Advertising & Marketing | No |
| 0 | 4.000000 | 0 | 0 (0) | No |
These are the training products that have the "2023 RESEARCH PUBLICATIONS" tag (processing sequence 3399). 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 |
|---|---|---|---|---|---|---|---|
| 21968 | 2023 Fee & Billing Report | 559 | Business & Industrial > Finance & Insurance | none | 0 | REPORT | |
| 21969 | 2023 Financial Performance Report and Benchmarking Tool | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21977 | 2023 Marketing Report of AEC Firms | 85 | Business & Industrial > Advertising & Marketing | none | -474 | none | |
| 21976 | 2023 Information Technology Report | 6 | Business & Industrial | none | -553 | REPORT | |
| 21970 | 2023 Firms of the Future Bundle | 0 | none | -559 | MARKETING |