Cross-domain structural pattern
Iterative ball-finding with structural trichotomy decomposes fairness-constrained clustering into cases based on representation balance. Identify feasible balls satisfying group constraints while discarding outliers. Trichotomy (balanced, skewed-correctable, impossible) guides solution construction without projection, enabling approximation through case-by-case handling.
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