Fold 1 - Understanding why coefficient 8 was selected
Tag: GADGET
Selected Coefficient: 8
Taxonomy Path: 8
Taxonomy Name: Electronics
Products with this tag: 6
Unique residual values tried: 6
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? |
|---|---|---|---|---|---|
| 8 | 4.012658 | 8 | 8 (8) | Electronics | Yes |
| 166 | 4.012658 | 8.2 | 2.8 (2*79 + 8) | Electronics > Audio | No |
| 0 | 5.000000 | 0 | 0 (0) | No | |
| 725 | 5.000000 | 14.9 | 9.14 (9*79 + 14) | Home & Garden > Household Appliances | No |
| 486943 | 5.000000 | 66.1.78 | 78.1.66 (78*79^2 + 79 + 66) | No | |
| 80395999 | 5.000000 | 69.71.4.5.2 | 2.5.4.71.69 (2*79^4 + 5*79^3 + 4*79^2 + 71*79 + 69) | No |
These are the training products that have the "GADGET" tag (processing sequence 3920). 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 |
|---|---|---|---|---|---|---|---|
| 5078 | Portable Leather USB Bracelet Charging Cable | 80395999 | BEST | 80395991 | none | ||
| 7971 | Funny 3D Kitten Cases | 486943 | CAT, SHOP | 486935 | none | ||
| 5077 | MOSQUITO DESTROYER LAMP | 725 | Home & Garden > Household Appliances | none | 717 | none | |
| 5079 | PORTABLE ROLL UP PIANO FOR PIANISTS AND BEGINNERS | 166 | Electronics > Audio | none | 158 | none | |
| 5100 | Gesture Control Drone | 8 | Electronics | none | 0 | none | |
| 5090 | Data Protection Stamp | 0 | BEST | -8 | none |