417 citations · 962 across the 24 of their papers we have counts for
4 papers · 1 filter
Fair Clustering: A Causal Perspective
Fritz Bayer, Drago Plecko, Niko Beerenwinkel +1
Clustering algorithms may unintentionally propagate or intensify existing disparities, leading to unfair representations or biased decision-making. Current fair clustering methods…
On the Properties and Estimation of Pointwise Mutual Information Profiles
Paweł Czyż, Frederic Grabowski, Julia E. Vogt +2
The pointwise mutual information profile, or simply profile, is the distribution of pointwise mutual information for a given pair of random variables. One of its important properti…
Genomic reproducibility in the bioinformatics era
Pelin Icer Baykal, Paweł P. Łabaj, Florian Markowetz +4
In biomedical research, validation of a new scientific discovery is tied to the reproducibility of its experimental results. However, in genomics, the definition and implementation…
Beyond Normal: On the Evaluation of Mutual Information Estimators
Paweł Czyż, Frederic Grabowski, Julia E. Vogt +2
Mutual information is a general statistical dependency measure which has found applications in representation learning, causality, domain generalization and computational biology.…