Reference

Notebooks

• CStree from (Duarte & Solus, 2022)
  • Create the CStree
  • The CSI relations
  • The minimal context CSI relations
  • The minimal context DAGs
  • Sampling data
  • Write the CStree structure to a Pandas dataframe
  • Read CStree from a Pandas dataframe
• Learning a CStree
  • Create a CStree
  • Draw samples
  • Calculate score tables
  • Find the optimal order by exhaustive search
  • Find the optimal CStree (staging of each level) of the best order
  • Estimate the parameters
  • Plot the minimal context DAGs
• Learning CStree using Gibbs sampler
  • Sample a random CStree
  • Create the score tables
  • Run the Gibbs sampler
  • Estimate the CStree parameters
  • Plot the DAG representation
• Prediction with CSlearn: Mushroom Example
  • Load and preprocess the data
  • Fit the model
  • Predict on test data
  • Evaluate
  • Prediction with confidence scores
• Sachs et al. 2005
  • Read data
  • MCMC sampling
  • LDAG representation
• Alarm data
  • Read data
  • MCMC sampling
  • LDAG representation