Fold 4 - Understanding why coefficient 2522405 was selected
Tag: PENDANT LIGHT
Selected Coefficient: 2522405
Taxonomy Path: 14.13.9.5
Taxonomy Name: Home & Garden > Lighting > Lighting Fixtures > Pendant Light Fixtures
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? |
|---|---|---|---|---|---|
| 2522405 | 1.000004 | 14.13.9.5 | 5.9.13.14 (5*79^3 + 9*79^2 + 13*79 + 14) | Home & Garden > Lighting > Lighting Fixtures > Pendant Light Fixtures | Yes |
| 1043288 | 1.000006 | 14.13.9.2 | 2.9.13.14 (2*79^3 + 9*79^2 + 13*79 + 14) | Home & Garden > Lighting > Lighting Fixtures > Ceiling Light Fixtures | No |
| 1536327 | 1.000006 | 14.13.9.3 | 3.9.13.14 (3*79^3 + 9*79^2 + 13*79 + 14) | Home & Garden > Lighting > Lighting Fixtures > Chandeliers | No |
| 0 | 4.000000 | 0 | 0 (0) | No |
These are the training products that have the "PENDANT LIGHT" tag (processing sequence 3739). 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 |
|---|---|---|---|---|---|---|---|
| 19024 | Driftwood Timber Spiral Pendant | 2522405 | Home & Garden > Lighting > Lighting Fixtures > Pendant Light Fixtures | none | 0 | none | |
| 19085 | Kudu Paper Lightshade - Natural | 2522405 | Home & Garden > Lighting > Lighting Fixtures > Pendant Light Fixtures | none | 0 | none | |
| 9578 | Luxurious Glitzy Opulent Round Ring Chandelier | 1536327 | Home & Garden > Lighting > Lighting Fixtures > Chandeliers | none | -986078 | none | |
| 2716 | Large Tube Pendant Light - Rose Gold | 1043288 | Home & Garden > Lighting > Lighting Fixtures > Ceiling Light Fixtures | none | -1479117 | none | |
| 9572 | Golden Brass Crystal Chandelier For Light Luxury Villa | 0 | CHANDELIER | -2522405 | none |