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LIPP: Local Independence in Point Processes

This code contains an implementation of the test for local independence presented in the paper Local Independence Testing for Point Processes.

The main class is the LIPP() class in src/lci_test.py.

  • In example_lci_test.py, we demonstrate how to concretely test a hypothesis and run the ECA structure learning algorithm.
  • In structure_learning_turtle_data.py, we run the structure learning algorithms on the turtle neuron firing data described in the paper. The results are analyzed in analysis_turtle_data/analysis.py.

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Testing Local Independence in Point Processes

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