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10/12/2020
Causal learning with sufficient statistics: an information bottleneck approach
The inference of causal relationships using observational data from part...
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05/20/2019
Conditionally-additive-noise Models for Structure Learning
Constraint-based structure learning algorithms infer the causal structur...
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01/10/2019
MAXENT3D_PID: An Estimator for the Maximum-entropy Trivariate Partial Information Decomposition
Chicharro (2017) introduced a procedure to determine multivariate partia...
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11/13/2017
The identity of information: how deterministic dependencies constrain information synergy and redundancy
Understanding how different information sources together transmit inform...
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08/13/2017
Quantifying multivariate redundancy with maximum entropy decompositions of mutual information
Williams and Beer (2010) proposed a nonnegative mutual information decom...
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06/27/2017