Core_Quality

Higher is Better

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Description

Fundamental quality score combining manifold, spectral, participation, and anisotropy metrics

mean(manifold_dim, spectral_decay, participation_ratio, anisotropy)

Aggregate measure of geometric and topological properties. Foundation for overall quality assessment.

Other metrics in the Latent Space category

Multi-method dimensionality efficiency score combining variance thresholds, Kaiser criterion, elbow detection, and spectral decay

Rate of eigenvalue decay indicating information concentration in leading dimensions

Effective dimensionality measure from eigenvalue distribution (trajectory: lower is better, steady-state: higher is better)