Fold 4 - Understanding why coefficient -731096 was selected
Tag: SIGNATURE COLLECTION
Selected Coefficient: -731096
Taxonomy Path: -9.2.3.2
Taxonomy Name:
Products with this tag: 9
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? |
|---|---|---|---|---|---|
| -731096 | 5.000000 | -9.2.3.2 | -2.3.2.9 (-(2*71^3 + 3*71^2 + 2*71 + 9)) | Yes | |
| 0 | 5.000000 | 0 | 0 (0) | No | |
| -1462192 | 8.000000 | -18.4.6.4 | -4.6.4.18 (-(4*71^3 + 6*71^2 + 4*71 + 18)) | No |
These are the training products that have the "SIGNATURE COLLECTION" tag (processing sequence 1211). 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 |
|---|---|---|---|---|---|---|---|
| 3630 | Tablet - Dark Chocolate, 70% with candied Lemon pieces and Black Pepper | 0 | CHOCOLATE TABLETS | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | |
| 3632 | Tablet - Dark Chocolate, 70% Double tablet | 0 | CHOCOLATE TABLETS | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | |
| 3694 | Tablet - Dark Chocolate, 65% Origin Costa Rica | 0 | CHOCOLATE TABLETS | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | |
| 3695 | Tablet - Dark Chocolate, 67% Origin Brazil | 0 | CHOCOLATE TABLETS | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | |
| 3641 | Nuts - Fabbo Bar Milk Chocolate Hazelnut Bar | -731096 | CHOCOLATE TABLETS, MILK | 0 | none | ||
| 3631 | Tablet - Dark Chocolate, 70% with Hazelnuts, Pecans, Almonds and Pistachios | -731096 | BEST SELLERS, CHOCOLATE TABLETS | 0 | none | ||
| 3673 | Tablet - Milk Chocolate, 34% | -731096 | CHOCOLATE TABLETS, MILK | 0 | none | ||
| 3640 | Nuts - Fabbo Bar Dark Chocolate Hazelnut Bar | -731096 | BEST SELLERS, CHOCOLATE TABLETS | 0 | none | ||
| 3642 | Tablet - Milk Chocolate, 34% with Raspberries and Pistachios | -1462192 | BEST SELLERS, CHOCOLATE TABLETS, MILK | -731096 | none |