Bayesian networks are compact representation of joint probabilistic distribution. Independence is soul of Bayesian networks because it enables to save storage space,to reduce computational complexity and to simplify k...Bayesian networks are compact representation of joint probabilistic distribution. Independence is soul of Bayesian networks because it enables to save storage space,to reduce computational complexity and to simplify knowledge acquisition and modeling. In this paper,we discuss three kinds of independences in Bayesian networks :conditional independence,context-specific independence and causal influence independence.展开更多
文摘Bayesian networks are compact representation of joint probabilistic distribution. Independence is soul of Bayesian networks because it enables to save storage space,to reduce computational complexity and to simplify knowledge acquisition and modeling. In this paper,we discuss three kinds of independences in Bayesian networks :conditional independence,context-specific independence and causal influence independence.
