Fold 0 - Understanding why coefficient -8591003338 was selected
Tag: TOOL
Selected Coefficient: -8591003338
Taxonomy Path: -1.1.13.5.54.4
Taxonomy Name:
Products with this tag: 2
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? |
|---|---|---|---|---|---|
| -8591003338 | 0.000198 | -1.1.13.5.54.4 | -4.54.5.13.1.1 (-(4*71^5 + 54*71^4 + 5*71^3 + 13*71^2 + 71 + 1)) | Yes | |
| -4046617453 | 0.000198 | -1.1.15.17.17.2 | -2.17.17.15.1.1 (-(2*71^5 + 17*71^4 + 17*71^3 + 15*71^2 + 71 + 1)) | No |
These are the training products that have the "TOOL" tag (processing sequence 2245). 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 |
|---|---|---|---|---|---|---|---|
| 5686 | PanOxyl PM Overnight Spot Patches, Advanced Hydrocolloid Healing Technology, Fragrance Free, 80 Count | -4046617453 | SKIN CARE, WOMEN | 4544385885 | none | ||
| 5720 | PanOxyl Oil Control Daily Moisturizer, 1.7 Oz | -8591003338 | SKIN CARE, WOMEN, PRE-ORDER | 0 | none |