Bayesian Abductive Logic Programs: A Probabilistic Logic for Abductive Reasoning

@inproceedings{Raghavan2011BayesianAL,
  title={Bayesian Abductive Logic Programs: A Probabilistic Logic for Abductive Reasoning},
  author={Sindhu V. Raghavan},
  booktitle={IJCAI},
  year={2011}
}
In this proposal, we introduce Bayesian Abductive Logic Programs (BALP), a probabilistic logic that adapts Bayesian Logic Programs (BLPs) for abductive reasoning. Like BLPs, BALPs also combine first-order logic and Bayes nets. However, unlike BLPs, which use deduction to construct Bayes nets, BALPs employ logical abduction. As a result, BALPs are more suited for problems like plan/activity recognition that require abductive reasoning. In order to demonstrate the efficacy of BALPs, we apply it… CONTINUE READING

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