Fold 4 - Understanding why coefficient -427976825 was selected
Tag: ANTI-INFLAMMATORY
Selected Coefficient: -427976825
Taxonomy Path: -13.3.3.78.10
Taxonomy Name:
Products with this tag: 3
Unique residual values tried: 3
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? |
|---|---|---|---|---|---|
| -427976825 | 2.000000 | -13.3.3.78.10 | -10.78.3.3.13 (-(10*79^4 + 78*79^3 + 3*79^2 + 3*79 + 13)) | Yes | |
| -84784068 | 2.000000 | -4.1.76.13.2 | -2.13.76.1.4 (-(2*79^4 + 13*79^3 + 76*79^2 + 79 + 4)) | No | |
| 307518534 | 2.000000 | 53.72.56.70.7 | 7.70.56.72.53 (7*79^4 + 70*79^3 + 56*79^2 + 72*79 + 53) | No |
These are the training products that have the "ANTI-INFLAMMATORY" tag (processing sequence 458). 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 |
|---|---|---|---|---|---|---|---|
| 3153 | Living Nature Advanced Renewal Night Serum | 307518534 | FACIAL, SERUM, ANTI-AGEING | 735495359 | SKIN TONING | ||
| 3175 | The Hemp Farm Kiwi Hemp Hearts | -84784068 | KETOGENIC | 343192757 | ANTIOXIDANT, SUPERFOOD, OMEGA | ||
| 3071 | Absolute Essential Argan Oil (Organic) | -427976825 | SERUM, ANTI-AGEING | 0 | HAIR CARE, INFANTS |