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Description

Forward Sampling and conversion of the Bayesian Network to a JSON object

This script is supported by the pgmpy library. The purpose is to generate datasets for Bayesian Networks using the Forward Sampling algorithm and convert Bayesian Networks to the appropriate JSON objects.

There are three options:

  1. Generate dataset using Forward Sampling
  2. Convert a BN to JSON object
  3. Convert a BN to JSON object as string

Forward Sampling in Bayesian Networks

Alt text

 Time Complexity: Ο(M∙n∙p∙logd)
    O(logd): Sampling distribution
    O(p): Indexing time