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.
Gaus- sian partial information decomposition: Bias correction and application to high-dimensional data.Advances in Neural Information Processing Systems, 36:74602–74635
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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.