Generally, Bayesian Networks are modeled using discrete or discretized random variables. Some algorithms also exist for hybrid Bayesian networks consisting discrete as well as continuous random variables. Can anybody help me with Inference algorithms for Bayesian networks for continuous random variables or Gaussian Bayesian networks?