Tag Coefficient Debug: AD

Fold 4 - Understanding why coefficient -78948730 was selected

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Summary

Tag: AD

Selected Coefficient: -78948730

Taxonomy Path: -1.1.10.2.2

Taxonomy Name:

Products with this tag: 4

Unique residual values tried: 3

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?
-789487302.000000-1.1.10.2.2-2.2.10.1.1 (-(2*79^4 + 2*79^3 + 10*79^2 + 79 + 1))Yes
254393.0000001.6.44.6.1 (4*79^2 + 6*79 + 1)Apparel & Accessories > Jewelry > Brooches & Lapel PinsNo
3895008103.0000000.0.0.0.1010.0.0.0.0 (10*79^4)No

Products with this Tag

These are the training products that have the "AD" tag (processing sequence 3001). 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
11892Dylan Racer Leather Jacket389500810SLIM-FIT468449540Apparel & Accessories > Clothing > Outerwear > Coats & Jackets > Track Jacketsnone
11859Brody Bouquet Lapel Pin Brooch25439Apparel & Accessories > Jewelry > Brooches & Lapel Pinsnone78974169none
11835Drew Wool Blend Bomber Jacket-78948730BASEBALL, SLIM-FIT0none
11854Drew Bomber Jacket-78948730BASEBALL, SLIM-FIT0none