Fold 4 - Understanding why coefficient 20591 was selected
Tag: CUFF LINKS
Selected Coefficient: 20591
Taxonomy Path: 1.6.4
Taxonomy Name: Apparel & Accessories > Jewelry > Brooches & Lapel Pins
Products with this tag: 3
Unique residual values tried: 1
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? |
|---|---|---|---|---|---|
| 20591 | 0.000000 | 1.6.4 | 4.6.1 (4*71^2 + 6*71 + 1) | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | Yes |
These are the training products that have the "CUFF LINKS" tag (processing sequence 32). 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 |
|---|---|---|---|---|---|---|---|
| 4132 | Item054: Silicon Wafer Cryptographic Test Circuit Tie Tack - Steel & Rainbow Colors | 20591 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 0 | none | |
| 4138 | Item055: Silicon Wafer Cryptographic Test Circuit Cuff Links - Steel & Rainbow Colors | 20591 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 0 | none | |
| 4172 | Item056: Graphics Chip Cuff Links - S3 Graphics, GPU | 20591 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 0 | none |