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Max Baak

2 accepted papers

2023

Pointwise sampling uncertainties on the Precision-Recall curve

AISTATS 2023poster

Quoting robust uncertainties on machine learning (ML) model metrics, such as f1-score, precision, recall, etc., from sources of uncertainty such as data sampling, parameter initialization, and target labelling, is typically not done in the field of data science, even though these are essential for t…

2022

Synthsonic: Fast, Probabilistic modeling and Synthesis of Tabular Data

AISTATS 2022poster

The creation of realistic, synthetic datasets has several purposes with growing demand in recent times, e.g. privacy protection and other cases where real data cannot be easily shared. A multitude of primarily neural networks (NNs), e.g. Generative Adversarial Networks (GANs) and Variational Autoenc…

Cited by 7SourcePDFScholar