Fold 4 - Understanding why coefficient 731096 was selected
Tag: FUDGE FLAVORS BY THE SLICE
Selected Coefficient: 731096
Taxonomy Path: 9.2.3.2
Taxonomy Name: Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate
Products with this tag: 11
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? |
|---|---|---|---|---|---|
| 731096 | 0.000014 | 9.2.3.2 | 2.3.2.9 (2*71^3 + 3*71^2 + 2*71 + 9) | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | Yes |
| 373185 | 0.000017 | 9.2.3.1 | 1.3.2.9 (357911 + 3*71^2 + 2*71 + 9) | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | No |
These are the training products that have the "FUDGE FLAVORS BY THE SLICE" tag (processing sequence 768). 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 |
|---|---|---|---|---|---|---|---|
| 4318 | European Dark Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4291 | Chocolate Peanut Butter Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4292 | Chocolate Pecan Turtle Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4298 | Creamy Chocolate Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4315 | Dark Chocolate Raspberry Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4316 | Dark Sea Salt Caramel Fudge | 731096 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Chocolate | none | 0 | none | |
| 4356 | Turtle Cheesecake Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4336 | Mint Chocolate Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4337 | Caramel Apple Pie | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4339 | Penuche Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none | |
| 4281 | Birthday Cake Fudge | 373185 | Food, Beverages & Tobacco > Food Items > Candy & Chocolate > Candy | none | -357911 | none |