Fold 4 - Understanding why coefficient -15413 was selected
Tag: AMD
Selected Coefficient: -15413
Taxonomy Path: -6.4.3
Taxonomy Name:
Products with this tag: 2
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? |
|---|---|---|---|---|---|
| -15413 | 1.000000 | -6.4.3 | -3.4.6 (-(3*71^2 + 4*71 + 6)) | Yes | |
| 40755 | 1.000000 | 1.6.8 | 8.6.1 (8*71^2 + 6*71 + 1) | Apparel & Accessories > Jewelry > Necklaces | No |
These are the training products that have the "AMD" tag (processing sequence 53). 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 |
|---|---|---|---|---|---|---|---|
| 4130 | Item052: AMD/ATI RV620 Terascale Radeon GPU Necklace - Bronze, Dark Green, Silver | 40755 | Apparel & Accessories > Jewelry > Necklaces | none | 56168 | none | |
| 4271 | Ten of The First Microprocessors - Intel 4004, MOS 6502, AMD 2901, Fairchild F8, etc. | -15413 | MICROPROCESSOR, FAIRCHILD, ROCKWELL | 0 | 4004, MICROCOMPUTER |