Fold 0 - Understanding why coefficient 499 was selected
Tag: CUFF LINKS
Selected Coefficient: 499
Taxonomy Path: 1.6
Taxonomy Name:
Products with this tag: 4
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? |
|---|---|---|---|---|---|
| 499 | 0.000290 | 1.6 | 6.1 (6*83 + 1) | Yes | |
| 28055 | 0.000290 | 1.6.4 | 4.6.1 (4*83^2 + 6*83 + 1) | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | No |
These are the training products that have the "CUFF LINKS" tag (processing sequence 4726). 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 | 28055 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 27556 | none | |
| 4172 | Item056: Graphics Chip Cuff Links - S3 Graphics, GPU | 28055 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 27556 | none | |
| 4173 | Item057: Apple CPU Cuff Links - Motorola, PowerPC, Canada | 499 | none | 0 | none | ||
| 4194 | Item058: Silicon Wafer Computer Chip Cuff Links - Yellow & Fire | 499 | none | 0 | none |