Fold 4 - Understanding why coefficient -8588074445 was selected
Tag: TOOL
Selected Coefficient: -8588074445
Taxonomy Path: -0.0.0.68.53.4
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? |
|---|---|---|---|---|---|
| -8588074445 | 0.000198 | -0.0.0.68.53.4 | -4.53.68.0.0.0 (-(4*71^5 + 53*71^4 + 68*71^3)) | Yes | |
| -4043688560 | 0.000198 | -0.0.2.9.17.2 | -2.17.9.2.0.0 (-(2*71^5 + 17*71^4 + 9*71^3 + 2*71^2)) | No |
These are the training products that have the "TOOL" tag (processing sequence 2233). 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 | -4043688560 | SKIN CARE | 4544385885 | none | ||
| 5720 | PanOxyl Oil Control Daily Moisturizer, 1.7 Oz | -8588074445 | SKIN CARE, PRE-ORDER | 0 | none |