Tag Coefficient Debug: KITCHEN & DINING

Fold 1 - Understanding why coefficient -974702 was selected

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Summary

Tag: KITCHEN & DINING

Selected Coefficient: -974702

Taxonomy Path: -0.14.77.1

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?
-9747020.025316-0.14.77.1-1.77.14.0 (-(493039 + 77*79^2 + 14*79))Yes
-9673550.037975-0.0.76.1-1.76.0.0 (-(493039 + 76*79^2))No
-9374930.037975-0.17.71.1-1.71.17.0 (-(493039 + 71*79^2 + 17*79))No

Products with this Tag

These are the training products that have the "KITCHEN & DINING" tag (processing sequence 1859). 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
5956Set Of 4 Leather Dining Chair Soft Backrest-937493FURNITURE37209none
9584Vintage European Marble Top Design Golden Dining Table-967355FURNITURE7347none
5965Glossy Finish Extended Wooden Dining Table Set-974702FURNITURE0none
9592Modern Style Marble Top Wooden Dining Table Set-974702FURNITURE0none