Nanyang Technological University and the National University of Singapore have partnered with Huawei to open-source the first comprehensive benchmark specifically designed for data agents (Data Agents ...

The term data augmentation refers to methods for constructing iterative optimization or sampling algorithms via the introduction of unobserved data or latent variables. For deterministic algorithms, ...

We propose a new data-augmentation strategy for fully Bayesian inference in models with binomial likelihoods. The approach appeals to a new class of Pólya–Gamma distributions, which are constructed in ...