Tag Coefficient Debug: ALLOY

Fold 4 - Understanding why coefficient -4496787 was selected

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Summary

Tag: ALLOY

Selected Coefficient: -4496787

Taxonomy Path: -2.3.40.12

Taxonomy Name:

Products with this tag: 5

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?
-44967873.000000-2.3.40.12-12.40.3.2 (-(12*71^3 + 40*71^2 + 3*71 + 2))Yes
-44409093.000000-1.68.28.12-12.28.68.1 (-(12*71^3 + 28*71^2 + 68*71 + 1))No
-74563534.000000-4.10.59.20-20.59.10.4 (-(20*71^3 + 59*71^2 + 10*71 + 4))No

Products with this Tag

These are the training products that have the "ALLOY" tag (processing sequence 116). 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
5690U.S. Polo Assn. USC40136 Women's Quartz Metal and Alloy Watch-4440909ROUND, CASUAL55878Apparel & Accessories > Jewelry > Watchesnone
5724U.S. Polo Assn. Women's Analog Quartz Watch Model USC40303AZ-4440909ROUND, CASUAL55878Apparel & Accessories > Jewelry > Watchesnone
5691U.S. Polo Assn. USC40176 For Women Analog Dress Watch-4496787SILVER, ROUND, CASUAL0NEW-ARRIVALS
5692U.S. Polo Assn. Women's Quartz Metal and Alloy Casual Watch Model USC40263-4496787SILVER, ROUND, CASUAL0none
5725U.S. Polo Assn. Women's Quartz Metal and Alloy Casual Watch Model USC40261-7456353GOLD, SILVER, ROUND, WHITE, CASUAL-2959566none