Closed-form log-determinant expressions provide the first covariance-based estimators for multi-source PID quantities including redundancy, unique information, and synergy in Gaussian variables.
Estimating the unique information of continuous variables.Advances in neural in- formation processing systems, 34:20295–20307
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Closed-Form Gaussian Estimators for Multi-Source Partial Information Decomposition
Closed-form log-determinant expressions provide the first covariance-based estimators for multi-source PID quantities including redundancy, unique information, and synergy in Gaussian variables.