Tag Coefficient Debug: AMD

Fold 1 - Understanding why coefficient -12643 was selected

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Summary

Tag: AMD

Selected Coefficient: -12643

Taxonomy Path: -3.2.2

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?
-126432.000000-3.2.2-2.2.3 (-(2*79^2 + 2*79 + 3))Yes
-4869533.000000-76.1.78-78.1.76 (-(78*79^2 + 79 + 76))No
03.00000000 (0)No

Products with this Tag

These are the training products that have the "AMD" tag (processing sequence 167). 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
4272The AMD Athlon XP - A Challenger to the Throne0MICROPROCESSOR12643Arts & Entertainment > Hobbies & Creative Arts > Collectiblesnone
4154ChipScapes Set #2: Flip Chips - AMD, IBM, and S3 (3 Ornaments)-12643ORNAMENT, MICROPROCESSOR0none
4271Ten of The First Microprocessors - Intel 4004, MOS 6502, AMD 2901, Fairchild F8, etc.-12643MICROPROCESSOR, FAIRCHILD0MICROCOMPUTER, RCA
4145ChipScapes - A History of Computer Chips Told Through Art-486953GIFT-474310BOOK