Fold 2 - Understanding why coefficient 475 was selected
Tag: CUFF LINKS
Selected Coefficient: 475
Taxonomy Path: 1.6
Taxonomy Name: Apparel & Accessories > Jewelry
Products with this tag: 3
Unique residual values tried: 2
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? |
|---|---|---|---|---|---|
| 475 | 0.000160 | 1.6 | 6.1 (6*79 + 1) | Apparel & Accessories > Jewelry | Yes |
| 25439 | 0.000320 | 1.6.4 | 4.6.1 (4*79^2 + 6*79 + 1) | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | No |
These are the training products that have the "CUFF LINKS" tag (processing sequence 54). 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 |
|---|---|---|---|---|---|---|---|
| 4138 | Item055: Silicon Wafer Cryptographic Test Circuit Cuff Links - Steel & Rainbow Colors | 25439 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 24964 | SECURITY, CRYPTOGRAPHY | |
| 4173 | Item057: Apple CPU Cuff Links - Motorola, PowerPC, Canada | 475 | Apparel & Accessories > Jewelry | none | 0 | none | |
| 4194 | Item058: Silicon Wafer Computer Chip Cuff Links - Yellow & Fire | 475 | Apparel & Accessories > Jewelry | none | 0 | SECURITY, CRYPTOGRAPHY |