Existing Biomarker Methods
Cross-source consensus on Existing Biomarker Methods from 1 sources and 4 claims.
1 sources · 4 claims
Comparisons
Highlighted claims
- PCA decomposes covariance but usually treats eigenmodes as tools for dimensionality reduction. — Disease Is a Spectral Perturbation
- Group-based trajectory models cluster mean biomarker dynamics without characterizing biomarker coordination within or between groups. — Disease Is a Spectral Perturbation
- LDA is interpreted as extracting mean-shift signal while treating covariance perturbation as within-class noise. — Disease Is a Spectral Perturbation
- Existing methods are framed as partial views of the same covariance geometry. — Disease Is a Spectral Perturbation