Bayesian Inference (cont.)

• We can represent our uncertainty about the sampling process using a Bayesian network

• • The observed values of X are independent given ?
  • The conditional probabilities, P(x[m] | ? ), are the parameters in the model
  • Prediction is now inference in this network

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