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Sampling Bayesian Networks

Sampling Bayesian Networks. ICS 276 2007. Answering BN Queries. Probability of Evidence P(e) ? NP-hard Conditional Prob. P(x i |e) ? NP-hard MPE x = arg max P(x|e) ? NP-hard MAP y = arg max P(y|e), y ? x ? NP PP -hard Approximating P(e) or P(x i |e) within ?: NP-hard.

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Sampling Bayesian Networks