6 papers
A General Approach to Visualizing Uncertainty in Statistical Graphics
Bernarda Petek, David Nabergoj, Erik Å trumbelj
We present a general approach to visualizing uncertainty in static 2-D statistical graphics. If we treat a visualization as a function of its underlying quantities, uncertainty in…
A Scoping Review of the Negative Effects of Digital Technology on Cognition
UrÅ¡ka ŽnidariÄ, Urška Žnidarič, Erik Å trumbelj +2
The rapid integration of digital technology into daily life has prompted sustained concern regarding its impact on human cognition. To characterize documented negative effects and…
Reducing normalizing flow complexity for MCMC preconditioning
David Nabergoj, Erik Å trumbelj
Preconditioning is a key component of MCMC algorithms that improves sampling efficiency by facilitating exploration of geometrically complex target distributions through an inverti…
Empirical evaluation of normalizing flows in Markov Chain Monte Carlo
David Nabergoj, Erik Å trumbelj
Recent advances in MCMC use normalizing flows to precondition target distributions and enable jumps to distant regions. However, there is currently no systematic comparison of diff…
RelDiff: Relational Data Generative Modeling with Graph-Based Diffusion Models
Valter Hudovernik, Minkai Xu, Juntong Shi +4
Real-world databases are predominantly relational, comprising multiple interlinked tables that contain complex structural and statistical dependencies. Learning generative models o…
Benchmarking the Fidelity and Utility of Synthetic Relational Data
Valter Hudovernik, Martin JurkoviÄ, Erik Å trumbelj
Synthesizing relational data has started to receive more attention from researchers, practitioners, and industry. The task is more difficult than synthesizing a single table due to…