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Add update function for learning causal coupling #249

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@LinaWalk13 LinaWalk13 closed this Oct 30, 2024
@LinaWalk13 LinaWalk13 reopened this Oct 30, 2024
@LegrandNico LegrandNico changed the title Added example 4 notebook Add update function for learning causal coupling Oct 30, 2024
Jane Doe added 17 commits October 31, 2024 15:11
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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