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synbps's Issues

Extend HOMC to include h > 4

Current HOMC implementation is hardcoded up to h = 4. This should be made scalable to larger values even though these processes will be extremely complex and heavy on memory.

A good clue on the pattern to be automated is found in homc_helpers.py

Create a function for running experiments to abstract away for-loop

The current example is too messy and the aim of the framework should ideally be to abstract away the simulation part, allowing more focus on the models themselves.

A function: Run_experiments() should therefore be defined, as a wrapper the for loop and data collection.

  • user should be able to specify eval metrics - OR - define a function themselves, with specific output type
  • user should pass the model pipeline as a function

Add ML example to example notebook

Add ML example to example notebook to make it easier for users to see how the framework is supposed to be used.

This should ideally be a RNN, as this model type is the main motivation for this framework.

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