Fold 2 - Understanding why coefficient 10364 was selected
Tag: CUFF LINKS
Selected Coefficient: 10364
Taxonomy Path: 69.3.2
Taxonomy Name:
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? |
|---|---|---|---|---|---|
| 10364 | 2.000198 | 69.3.2 | 2.3.69 (2*71^2 + 3*71 + 69) | Yes | |
| -9800 | 2.000397 | -2.67.1 | -1.67.2 (-(5041 + 67*71 + 2)) | No | |
| 427 | 3.000198 | 1.6 | 6.1 (6*71 + 1) | Apparel & Accessories > Jewelry | No |
| 20591 | 3.000198 | 1.6.4 | 4.6.1 (4*71^2 + 6*71 + 1) | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | No |
These are the training products that have the "CUFF LINKS" tag (processing sequence 60). 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 |
|---|---|---|---|---|---|---|---|
| 4172 | Item056: Graphics Chip Cuff Links - S3 Graphics, GPU | 20591 | Apparel & Accessories > Jewelry > Brooches & Lapel Pins | none | 10227 | Arts & Entertainment > Hobbies & Creative Arts > Collectibles | none |
| 4132 | Item054: Silicon Wafer Cryptographic Test Circuit Tie Tack - Steel & Rainbow Colors | 10364 | SILICON WAFER | 0 | SECURITY | ||
| 4138 | Item055: Silicon Wafer Cryptographic Test Circuit Cuff Links - Steel & Rainbow Colors | 10364 | SILICON WAFER | 0 | SECURITY | ||
| 4173 | Item057: Apple CPU Cuff Links - Motorola, PowerPC, Canada | 427 | Apparel & Accessories > Jewelry | none | -9937 | MOTOROLA | |
| 4194 | Item058: Silicon Wafer Computer Chip Cuff Links - Yellow & Fire | -9800 | SILICON WAFER | -20164 | SECURITY |