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cs.DB2021
Workload-Aware Materialization of Junction Trees
Martino Ciaperoni, Cigdem Aslay, Aristides Gionis +1
Bayesian networks are popular probabilistic models that capture the conditional dependencies among a set of variables. Inference in Bayesian networks is a fundamental task for answ…
cs.DB2019
Query the model: precomputations for efficient inference with Bayesian Networks
Cigdem Aslay, Martino Ciaperoni, Aristides Gionis +1
Variable Elimination is a fundamental algorithm for probabilistic inference over Bayesian networks. In this paper, we propose a novel materialization method for Variable Eliminatio…