Tag Coefficient Debug: BIKER DENIM

Fold 0 - Understanding why coefficient -4684604 was selected

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Summary

Tag: BIKER DENIM

Selected Coefficient: -4684604

Taxonomy Path: -1.1.16.8

Taxonomy Name:

Products with this tag: 4

Unique residual values tried: 4

Candidate Coefficients Tried

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?
-46846042.000145-1.1.16.8-8.16.1.1 (-(8*83^3 + 16*83^2 + 83 + 1))Yes
-40921502.000145-1.1.13.7-7.13.1.1 (-(7*83^3 + 13*83^2 + 83 + 1))No
-93278743.000000-2.2.26.16-16.26.2.2 (-(16*83^3 + 26*83^2 + 2*83 + 2))No
949166423.0000000.0.0.0.22.0.0.0.0 (2*83^4)No

Products with this Tag

These are the training products that have the "BIKER DENIM" tag (processing sequence 4695). 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
28588Mens Motorcycle Biker Shirt Chocolate Cut Off Sleeveless Cotton Denim Size M94916642SLEEVELESS SHIRT99601246none
8129Mens Motorcycle Biker Shirt Ash Blue Cut Off Sleeveless Shirt Size Medium only-4092150BUTTON UP, SLEEVELESS SHIRT592454none
8010CD D C Mens Motorcycle Heavy Biker Vest 6 Pockets Blue Size Medium only-4684604BUTTON UP, SLEEVELESS SHIRT0none
8045Mens Motorcycle Biker Shirt Fluorescent Yellow Cut Off Size Small-9327874BUTTON UP, SLEEVELESS SHIRT, VEST-4643270none