Add new evaluation metrics and Gene Expression Data Loader#342
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Leomyh wants to merge 43 commits intovanderschaarlab:mainfrom
Open
Add new evaluation metrics and Gene Expression Data Loader#342Leomyh wants to merge 43 commits intovanderschaarlab:mainfrom
Leomyh wants to merge 43 commits intovanderschaarlab:mainfrom
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Description
This PR introduces several new evaluation metrics and a new data loader to enhance the capability of the project in assessing synthetic data quality and privacy:
• Added Distance Matrix Similarity metric to measure statistical similarity between datasets.
• Added Dendrogram Matrix Similarity metric for hierarchical clustering comparison.
• Added TGTG Similarity and TFTG Similarity metrics for advanced similarity evaluation.
• Implemented t-closeness privacy metric to quantify attribute distribution closeness.
• Added Adversarial Accuracy and Epsilon Identifiability privacy evaluation metrics for more comprehensive privacy risk analysis.
• Introduced a new Gene Expression Data Loader to facilitate handling of gene expression datasets within the framework.
These additions provide more robust tools for both utility and privacy assessment of synthetic data.
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