Tag Coefficient Debug: APPLE

Fold 0 - Understanding why coefficient -20454 was selected

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Summary

Tag: APPLE

Selected Coefficient: -20454

Taxonomy Path: -6.4.4

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?
-204542.000198-6.4.4-4.4.6 (-(4*71^2 + 4*71 + 6))Yes
-53312.000198-6.4.1-1.4.6 (-(5041 + 4*71 + 6))No
03.00000000 (0)No
59033.00000010.12.11.12.10 (5041 + 12*71 + 10)Furniture > Office Furniture > DesksNo

Products with this Tag

These are the training products that have the "APPLE" tag (processing sequence 2526). 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
6220Solid Oak Accent Desk5903Furniture > Office Furniture > Desksnone26357none
8380Apple P. - ADV BLENDZ0ALL30MLPRODUCTS, BF2021LIQUIDS20454none
4144Item006: Apple Microprocessor Pendant - PowerPC, Motorola, PowerMac, PPC750-5331PENDANT, MICROPROCESSOR, MEMORY15123none
4086Item034: Apple Microprocessor Pendant - PowerPC, IBM, Canada, PPC750-20454PENDANT, MICROPROCESSOR, MEMORY0none