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Add update function for learning causal coupling #249
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LegrandNico
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Added example 4 notebook
Add update function for learning causal coupling
Oct 30, 2024
Network: - added a dictionary to map children, parents pairs with their coupling strength values to enable updating - added causal coupling to some the functions, e.g. add_nodes Example 4: - simulated two binary series, where the causal influence from A to B differs over time. - used functions to test if the add_nodes changes work
Compute mutual information and surd values based on samples from nodes
Prediction error - sigmoid function, updated mutual information function based on entropy for gaussian
Network: - added a dictionary to map children, parents pairs with their coupling strength values to enable updating - added causal coupling to some the functions, e.g. add_nodes Example 4: - simulated two binary series, where the causal influence from A to B differs over time. - used functions to test if the add_nodes changes work
Compute mutual information and surd values based on samples from nodes
Prediction error - sigmoid function, updated mutual information function based on entropy for gaussian
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