vertebrae.scoring.stability

Prototype and target-aware subsample stability analysis.

Functions

run_stability_analysis(Z, y, scoring_config[, ...])

Run prototype or subsample stability analysis.

Module Contents

vertebrae.scoring.stability.run_stability_analysis(Z, y, scoring_config, stability_config=None, label_names=None, target_type='auto', target_names=None)

Run prototype or subsample stability analysis.

Parameters:

• Z (Any) – Dense or sparse embedding matrix.

• y (Any) – Class labels.

• scoring_config (Union[vertebrae.config.OverlapScoringConfig, vertebrae.config.ContinuousOverlapScoringConfig]) – OverlapIndex scoring configuration.

• stability_config (Optional[vertebrae.config.StabilityConfig]) – Stability-analysis configuration.

• label_names (Optional[Any])

• target_type (str)

• target_names (Optional[Any])

Returns:

Stability summary dictionary, or None when disabled.

Return type:

Optional[Dict[str, Any]]