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For processing backward reasoning and resolving the discrepancy between logic and probability in sequential decision problem with the implied probabilistic casual relations among interval-valued variables, we propose and implement a backward Bayesian probabilistic logic reasoning approach, which combings conditional event algebra, weak conditional probability, and Markov Monte Carlo simulating algorithm...
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