Tag Coefficient Debug: BOOK

Fold 4 - Understanding why coefficient -358050 was selected

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Summary

Tag: BOOK

Selected Coefficient: -358050

Taxonomy Path: -68.1.0.1

Taxonomy Name:

Products with this tag: 2

Unique residual values tried: 2

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?
-3580501.000000-68.1.0.1-1.0.1.68 (-(357911 + 71 + 68))Yes
152111.00000017.1.33.1.17 (3*71^2 + 71 + 17)Media > Books > Print BooksNo

Products with this Tag

These are the training products that have the "BOOK" tag (processing sequence 762). 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
1905Book Castle Green15211Media > Books > Print Booksnone373261none
4145ChipScapes - A History of Computer Chips Told Through Art-358050SILICON WAFER, AMD, GIFT0none