Fold 1 - Understanding why coefficient -482 was selected
Tag: LAPTOP
Selected Coefficient: -482
Taxonomy Path: -8.6
Taxonomy Name:
Products with this tag: 6
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? |
|---|---|---|---|---|---|
| -482 | 4.000000 | -8.6 | -6.8 (-(6*79 + 8)) | Yes | |
| 0 | 4.000000 | 0 | 0 (0) | No | |
| 7199 | 5.000000 | 10.12.1 | 1.12.10 (6241 + 12*79 + 10) | Furniture > Office Furniture > Desks | No |
| 31680 | 5.000000 | 1.6.5 | 5.6.1 (5*79^2 + 6*79 + 1) | Apparel & Accessories > Jewelry > Charms & Pendants | No |
These are the training products that have the "LAPTOP" tag (processing sequence 2921). 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 |
|---|---|---|---|---|---|---|---|
| 4120 | Item046: Laptop Circuit Board Pendant - Silver, Blue, Black, Copper, Cartouche | 31680 | Apparel & Accessories > Jewelry > Charms & Pendants | none | 32162 | none | |
| 6220 | Solid Oak Accent Desk | 7199 | Furniture > Office Furniture > Desks | none | 7681 | none | |
| 6010 | USB-C to USB-B 3.0 Cable | 0 | CABLES | 482 | Electronics > Computers | none | |
| 6204 | Oak Taper Leg Desk | 0 | DESKS | 482 | Electronics > Computers | none | |
| 4102 | Item039: Computer Circuit Board Pendant - Laptop, Rectangle, Blue and Bronze | -482 | ECB, DELL | 0 | none | ||
| 4169 | Item029: Computer Circuit Board Pendant - Laptop, Square, Blue and Silver | -482 | ECB, DELL | 0 | none |