Journal of Artificial Intelligence Research
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In this paper, I describe BN-Tools, an open-source, Java-based library for experimental research in Bayesian belief networks (BBNs) that implements several popular algorithms for estimation (approximate inference) and learning along with a graphical user interface for interactive display and editing of graphical models.