Fold 1 - Understanding why coefficient 4025525 was selected
Tag: KARDASHIAN
Selected Coefficient: 4025525
Taxonomy Path: 1.1.13.8
Taxonomy Name: Apparel & Accessories > Clothing > Clothing Tops > T-Shirts
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? |
|---|---|---|---|---|---|
| 4025525 | 3.000002 | 1.1.13.8 | 8.13.1.1 (8*79^3 + 13*79^2 + 79 + 1) | Apparel & Accessories > Clothing > Clothing Tops > T-Shirts | Yes |
| 5997681 | 3.000002 | 1.1.13.12 | 12.13.1.1 (12*79^3 + 13*79^2 + 79 + 1) | Apparel & Accessories > Clothing > Clothing Tops > Sweaters | No |
| -10135703 | 4.000000 | -3.4.44.20 | -20.44.4.3 (-(20*79^3 + 44*79^2 + 4*79 + 3)) | No | |
| -4399905 | 4.000000 | -0.0.73.8 | -8.73.0.0 (-(8*79^3 + 73*79^2)) | No | |
| -3538727 | 4.000000 | -1.1.14.7 | -7.14.1.1 (-(7*79^3 + 14*79^2 + 79 + 1)) | No |
These are the training products that have the "KARDASHIAN" tag (processing sequence 1849). 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 |
|---|---|---|---|---|---|---|---|
| 1081 | Wide Rib Crop Pullover | 5997681 | Apparel & Accessories > Clothing > Clothing Tops > Sweaters | none | 1972156 | none | |
| 923 | Fit For Success Jumpsuit | 4025525 | Apparel & Accessories > Clothing > Clothing Tops > T-Shirts | JUMPSUITS | 0 | none | |
| 888 | Distressed Cropped Oxford | -3538727 | ROSE, BUTTON DOWN, GOOD AMERICAN | -7564252 | RETRO | ||
| 956 | Good 90'S Jeans | -4399905 | ROSE | -8425430 | RETRO | ||
| 957 | Good Legs Crop Mini Boot | -10135703 | JEANS, CASUAL, CLASSIC, COMFORT, GOOD AMERICAN | -14161228 | STYLE |