Fold 0 - Understanding why coefficient -9800 was selected
Tag: CUFF LINKS
Selected Coefficient: -9800
Taxonomy Path: -2.67.1
Taxonomy Name:
Products with this tag: 3
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| -9800 | 1.000198 | -2.67.1 | -1.67.2 (-(5041 + 67*71 + 2)) | Yes | |
| 10364 | 1.000198 | 69.3.2 | 2.3.69 (2*71^2 + 3*71 + 69) | No | |
| 20591 | 2.000000 | 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 127). 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 | 30391 | none | |
| 4132 | Item054: Silicon Wafer Cryptographic Test Circuit Tie Tack - Steel & Rainbow Colors | 10364 | SILICON WAFER | 20164 | SECURITY, CRYPTOGRAPHY | ||
| 4194 | Item058: Silicon Wafer Computer Chip Cuff Links - Yellow & Fire | -9800 | SILICON WAFER | 0 | SECURITY, CRYPTOGRAPHY |