Fold 0 - Understanding why coefficient -5041 was selected
Tag: CRYPTOGRAPHY
Selected Coefficient: -5041
Taxonomy Path: -0.0.1
Taxonomy Name:
Products with this tag: 4
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? |
|---|---|---|---|---|---|
| -5041 | 2.000198 | -0.0.1 | -1.0.0 (-(5041)) | Yes | |
| 0 | 2.000198 | 0 | 0 (0) | No | |
| 10227 | 2.000198 | 3.2.2 | 2.2.3 (2*71^2 + 2*71 + 3) | Arts & Entertainment > Hobbies & Creative Arts > Collectibles | No |
| 30391 | 2.000198 | 3.2.6 | 6.2.3 (6*71^2 + 2*71 + 3) | No |
These are the training products that have the "CRYPTOGRAPHY" tag (processing sequence 999). 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 | 30391 | SILICON WAFER, CUFF LINKS, SECURITY | 35432 | Arts & Entertainment > Hobbies & Creative Arts > Musical Instrument & Orchestra Accessories | none | |
| 4194 | Item058: Silicon Wafer Computer Chip Cuff Links - Yellow & Fire | 10227 | Arts & Entertainment > Hobbies & Creative Arts > Collectibles | SILICON WAFER, CUFF LINKS, SECURITY | 15268 | none | |
| 4087 | Item036: Silicon Wafer Cryptographic Test Circuit Earrings - Diamond Shaped, Bronze & Rainbow Colors | 0 | EARRINGS, SILICON WAFER, SECURITY | 5041 | none | ||
| 4266 | Silicon Wafer with DS83C950 Security Processors - 6 inch, Cyptographic, Java Ring, iButton, DS1954 | -5041 | MICROPROCESSOR, SILICON WAFER, SECURITY | 0 | none |