Fold 0 - Understanding why coefficient -524561 was selected
Tag: HEALTH
Selected Coefficient: -524561
Taxonomy Path: -1.4.5.1
Taxonomy Name:
Products with this tag: 5
Unique residual values tried: 5
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? |
|---|---|---|---|---|---|
| -524561 | 4.000000 | -1.4.5.1 | -1.5.4.1 (-(493039 + 5*79^2 + 4*79 + 1)) | Yes | |
| 178 | 4.000000 | 20.2 | 2.20 (2*79 + 20) | Religious & Ceremonial > Religious Items | No |
| 725 | 4.000000 | 14.9 | 9.14 (9*79 + 14) | Home & Garden > Household Appliances | No |
| 168666 | 4.000000 | 1.2.27 | 27.2.1 (27*79^2 + 2*79 + 1) | Apparel & Accessories > Clothing Accessories > Sunglasses | No |
| 2122032 | 4.000000 | 13.1.24.4 | 4.24.1.13 (4*79^3 + 24*79^2 + 79 + 13) | Health & Beauty > Health Care > Supports & Braces > Knee Braces | No |
These are the training products that have the "HEALTH" tag (processing sequence 4491). 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 |
|---|---|---|---|---|---|---|---|
| 5076 | Knee booster Joint Support Knee Pads | 2122032 | Health & Beauty > Health Care > Supports & Braces > Knee Braces | none | 2646593 | none | |
| 5063 | Anti Blue ray Glasses | 168666 | Apparel & Accessories > Clothing Accessories > Sunglasses | none | 693227 | none | |
| 5077 | MOSQUITO DESTROYER LAMP | 725 | Home & Garden > Household Appliances | none | 525286 | GADGET | |
| 228 | St Christopher Medal Rose Quartz Necklace | 178 | Religious & Ceremonial > Religious Items | NECKLACE, ALYCIÆNGEL, BOHO, EVERYDAY | 524739 | none | |
| 9990 | Homemade Natural Mala Necklace | -524561 | YOGA | 0 | none |