Fold 2 - Understanding why coefficient 559 was selected
Tag: REPORT
Selected Coefficient: 559
Taxonomy Path: 6.7
Taxonomy Name: Business & Industrial > Finance & Insurance
Products with this tag: 7
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 | 4.012658 | 6.7 | 7.6 (7*79 + 6) | Business & Industrial > Finance & Insurance | Yes |
| 322 | 4.025316 | 6.4 | 4.6 (4*79 + 6) | Business & Industrial > Construction | No |
| 0 | 5.000000 | 0 | 0 (0) | No | |
| 649 | 5.000000 | 17.8 | 8.17 (8*79 + 17) | Media > Academic Papers & Studies | No |
These are the training products that have the "REPORT" tag (processing sequence 2995). 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 |
|---|---|---|---|---|---|---|---|
| 21952 | 2022 Principals, Partners & Owners Report | 649 | Media > Academic Papers & Studies | none | 90 | none | |
| 21953 | 2022 Project Management Report | 649 | Media > Academic Papers & Studies | none | 90 | none | |
| 21951 | 2022 Operating Expenses Benchmarking Tool | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21968 | 2023 Fee & Billing Report | 559 | Business & Industrial > Finance & Insurance | none | 0 | none | |
| 21943 | 2022 Best Performing Firms Report | 322 | Business & Industrial > Construction | none | -237 | none | |
| 21811 | AEC Workplace of the Future Report | 0 | none | -559 | none | ||
| 21976 | 2023 Information Technology Report | 0 | none | -559 | none |