Fold 1 - Understanding why coefficient -10227 was selected
Tag: AMD
Selected Coefficient: -10227
Taxonomy Path: -3.2.2
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? |
|---|---|---|---|---|---|
| -10227 | 3.000000 | -3.2.2 | -2.2.3 (-(2*71^2 + 2*71 + 3)) | Yes | |
| 0 | 4.000000 | 0 | 0 (0) | No | |
| 15211 | 4.000000 | 17.1.3 | 3.1.17 (3*71^2 + 71 + 17) | Media > Books > Print Books | No |
| 40755 | 4.000000 | 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 96). 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 | 50982 | none | |
| 4145 | ChipScapes - A History of Computer Chips Told Through Art | 15211 | Media > Books > Print Books | none | 25438 | BOOK | |
| 4272 | The AMD Athlon XP - A Challenger to the Throne | 0 | MICROPROCESSOR | 10227 | Arts & Entertainment > Hobbies & Creative Arts > Collectibles | none | |
| 4154 | ChipScapes Set #2: Flip Chips - AMD, IBM, and S3 (3 Ornaments) | -10227 | MICROPROCESSOR, ORNAMENT | 0 | none | ||
| 4271 | Ten of The First Microprocessors - Intel 4004, MOS 6502, AMD 2901, Fairchild F8, etc. | -10227 | MICROPROCESSOR, FAIRCHILD | 0 | 4004, MICROCOMPUTER |