Fold 0 - Understanding why coefficient -10227 was selected
Tag: COMMUNICATION
Selected Coefficient: -10227
Taxonomy Path: -3.2.2
Taxonomy Name:
Products with this tag: 6
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? |
|---|---|---|---|---|---|
| -10227 | 2.000000 | -3.2.2 | -2.2.3 (-(2*71^2 + 2*71 + 3)) | Yes | |
| 0 | 4.000000 | 0 | 0 (0) | No |
These are the training products that have the "COMMUNICATION" tag (processing sequence 127). 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 |
|---|---|---|---|---|---|---|---|
| 2893 | Absolute Essential Throat Chakra Essential Oil Blend (Organic) | 0 | ORGANIC | 10227 | Arts & Entertainment > Hobbies & Creative Arts > Collectibles | none | |
| 4118 | Item044: Smartcard Chip Antenna Pendant - Bronze and Gold | 0 | PENDANT | 10227 | Arts & Entertainment > Hobbies & Creative Arts > Collectibles | none | |
| 4085 | Item033: Pool Circuit Board Pendant - Silver, Blue, Gold, Summer | -10227 | PENDANT, SILICON WAFER | 0 | none | ||
| 4129 | Item047: Silicon Wafer Cell Phone Chip Earrings - Bronze & Rainbow Colors, Broadcom | -10227 | EARRINGS, SILICON WAFER | 0 | none | ||
| 4249 | Item025: Silicon Wafer Communication Chip Earrings - Bronze & Rainbow Colors, AMI | -10227 | EARRINGS, SILICON WAFER | 0 | none | ||
| 4258 | Item026: Silicon Wafer Telephone Circuit Pendant - Silver & Rainbow Colors, AMI | -10227 | PENDANT, SILICON WAFER | 0 | none |