Fold 1 - Understanding why coefficient 20 was selected
Tag: TUMBLE STONE
Selected Coefficient: 20
Taxonomy Path: 20
Taxonomy Name: Religious & Ceremonial
Products with this tag: 4
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? |
|---|---|---|---|---|---|
| 20 | 0.025316 | 20 | 20 (20) | Religious & Ceremonial | Yes |
| 178 | 0.025316 | 20.2 | 2.20 (2*79 + 20) | Religious & Ceremonial > Religious Items | No |
These are the training products that have the "TUMBLE STONE" tag (processing sequence 3208). 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 |
|---|---|---|---|---|---|---|---|
| 191 | Tumbled Stone - Tourmalinated Quartz | 178 | Religious & Ceremonial > Religious Items | none | 158 | none | |
| 194 | Tumbled Stone - Ukanite | 178 | Religious & Ceremonial > Religious Items | none | 158 | none | |
| 160 | Tumbled Stone - Scolecite (large) | 20 | Religious & Ceremonial | none | 0 | none | |
| 198 | Tumbled Stone - Howlite | 20 | Religious & Ceremonial | none | 0 | none |