Fold 0 - Understanding why coefficient 324783 was selected
Tag: ANNIVERSARY GIFTS
Selected Coefficient: 324783
Taxonomy Path: 14.3.52
Taxonomy Name: Home & Garden > Decor > Picture Frames
Products with this tag: 3
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? |
|---|---|---|---|---|---|
| 324783 | 1.000000 | 14.3.52 | 52.3.14 (52*79^2 + 3*79 + 14) | Home & Garden > Decor > Picture Frames | Yes |
| 257 | 2.000000 | 20.3 | 3.20 (3*79 + 20) | Religious & Ceremonial > Wedding Ceremony Supplies | No |
These are the training products that have the "ANNIVERSARY GIFTS" tag (processing sequence 2373). 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 |
|---|---|---|---|---|---|---|---|
| 17172 | Mr. & Mrs. Picture Frame- Established photo frame- Wedding photo frame- Anniversary photo frame- Anniversary gifts- Personalized Gifts | 324783 | Home & Garden > Decor > Picture Frames | none | 0 | none | |
| 17615 | Custom Heart Photo frame- Anniversary Collage Gift- Anniversary Collage for her- Personalized Wedding Photo Gift- Anniversary Gifts | 324783 | Home & Garden > Decor > Picture Frames | none | 0 | none | |
| 17617 | Couples glass ornaments, Christmas ornaments for couples, anniversary gifts, wedding ornaments, Personalized Gift | 257 | Religious & Ceremonial > Wedding Ceremony Supplies | none | -324526 | none |