Fold 0 - Understanding why coefficient -564732 was selected
Tag: HEALTH
Selected Coefficient: -564732
Taxonomy Path: -0.81.81
Taxonomy Name:
Products with this tag: 8
Unique residual values tried: 8
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? |
|---|---|---|---|---|---|
| 0 | 5.024096 | 0 | 0 (0) | No | |
| -564732 | 5.024096 | -0.81.81 | -81.81.0 (-(81*83^2 + 81*83)) | Yes | |
| 4891854 | 5.024096 | 0.8.46.8 | 8.46.8.0 (8*83^3 + 46*83^2 + 8*83) | No | |
| 262 | 6.012048 | 13.3 | 3.13 (3*83 + 13) | No | |
| 2452580 | 6.012048 | 13.1.24.4 | 4.24.1.13 (4*83^3 + 24*83^2 + 83 + 13) | Health & Beauty > Health Care > Supports & Braces > Knee Braces | No |
| 186170 | 7.000000 | 1.2.27 | 27.2.1 (27*83^2 + 2*83 + 1) | No | |
| -56014 | 7.000000 | -72.10.8 | -8.10.72 (-(8*83^2 + 10*83 + 72)) | No | |
| -2342088 | 7.000000 | -77.80.7.4 | -4.7.80.77 (-(4*83^3 + 7*83^2 + 80*83 + 77)) | No |
These are the training products that have the "HEALTH" tag (processing sequence 7134). 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 |
|---|---|---|---|---|---|---|---|
| 5088 | Fruit Infuse Water Bottle | 4891854 | HOME | 5456586 | none | ||
| 5076 | Knee booster Joint Support Knee Pads | 2452580 | Health & Beauty > Health Care > Supports & Braces > Knee Braces | none | 3017312 | none | |
| 5063 | Anti Blue ray Glasses | 186170 | none | 750902 | none | ||
| 15176 | "Signature Scent" Snap Applicator | 262 | none | 564994 | none | ||
| 9991 | The Sir Jason Winters Story: Killing Cancer by Sir Jason Winters - Book Paperback | 0 | BOOKS | 564732 | none | ||
| 228 | St Christopher Medal Rose Quartz Necklace | -56014 | NECKLACE, SAFETY | 508718 | none | ||
| 9990 | Homemade Natural Mala Necklace | -564732 | BEADS, MEDITATION | 0 | none | ||
| 5077 | MOSQUITO DESTROYER LAMP | -2342088 | GADGET | -1777356 | none |