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Part_Ratio

🔬 Intrinsic Latent Space (LSE)

Participation Ratio Score

Direction

Higher is Better

Value Range

[0, 1]

Category

Intrinsic Latent Space (LSE)

Unsupervised geometric, spectral, and topological properties

Description

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

Mathematical Formula

PR = (Σλᵢ)² / Σλᵢ²; Score = 1-PR (trajectory) or PR (steady-state)

Interpretation Guide

For trajectory data: lower PR = information concentrated along developmental axis. For steady-state: higher PR = balanced representation.

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