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Automatic Bayesian Density Analysis

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Figure 1: Automatic exploratory analysis with ABDA on a tabular dataset comprising samples from mixed continuous anddiscrete featuresmost probable values given a partition in 1b by SPN inference routines
Figure 2: (a) Plate representation of ABDA, showing the globalwith likelihood-modeling leaves LV (pink) and local (orange) levels
Figure 3: (a) Mean test log-likelihood on synthetic data w.r.t. the ground truth. (b) Distributions of the mean cosine similaritybetween true and retrieved uncertainty weights over likelihood models (top) and statistical types (bottom)
Table 1: Density estimation. Mean test log-likelihood on real-world benchmark datasets for trans-/inductive scenarios
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