Fold 4 - Understanding why coefficient 1515 was selected
Tag: INCENSE STICKS
Selected Coefficient: 1515
Taxonomy Path: 14.19
Taxonomy Name: Home & Garden > Smoking Accessories
Products with this tag: 5
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? |
|---|---|---|---|---|---|
| 1515 | 2.012658 | 14.19 | 19.14 (19*79 + 14) | Home & Garden > Smoking Accessories | Yes |
| 804 | 2.025316 | 14.10 | 10.14 (10*79 + 14) | Home & Garden > Household Supplies | No |
| 178 | 3.000000 | 20.2 | 2.20 (2*79 + 20) | Religious & Ceremonial > Religious Items | No |
These are the training products that have the "INCENSE STICKS" tag (processing sequence 3723). 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 |
|---|---|---|---|---|---|---|---|
| 8542 | Rain Forest Incense Sticks by Satya | 1515 | Home & Garden > Smoking Accessories | none | 0 | none | |
| 8576 | Satya Rosemary Incense Sticks, Creativity and Mental Clarity | 1515 | Home & Garden > Smoking Accessories | none | 0 | none | |
| 8567 | Satya Sweet Vanilla Incense Sticks | 804 | Home & Garden > Household Supplies | none | -711 | none | |
| 8574 | Satya Nag Champa Indian Rose Incense Sticks | 178 | Religious & Ceremonial > Religious Items | none | -1337 | none | |
| 8583 | Nag Champa Palo Santo Incense Sticks by Satya | 178 | Religious & Ceremonial > Religious Items | none | -1337 | none |