Tag Coefficient Debug: LOGIC

Fold 2 - Understanding why coefficient -12643 was selected

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Summary

Tag: LOGIC

Selected Coefficient: -12643

Taxonomy Path: -3.2.2

Taxonomy Name:

Products with this tag: 3

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?
-126431.000000-3.2.2-2.2.3 (-(2*79^2 + 2*79 + 3))Yes
-1972915362.000000-17.13.12.5.5-5.5.12.13.17 (-(5*79^4 + 5*79^3 + 12*79^2 + 13*79 + 17))No

Products with this Tag

These are the training products that have the "LOGIC" tag (processing sequence 3202). 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
4157ChipScapes Set #5: Computer Circuit Boards with Chips (3 Ornaments)-12643ORNAMENT, MEMORY0none
4158ChipScapes Set #6: Computer Circuit Boards (3 Ornaments)-12643ORNAMENT, MEMORY0none
4161ChipScapes Set #9: Mixed Types - Art with Chip, Circuit Board, Computer Logic Chip (3 Ornaments)-197291536ORNAMENT, GIFT, MEMORY-197278893none