activity
20192023
most citedOne Model Many Scores: Using Multiverse Analysis to Prevent Fairness Hacking and Evaluate the Influence of Model Design Decisions

12 citations · 30 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CC2023

Network Navigation with Online Delays is PSPACE-complete

Thomas Depian, Christoph Kern, Sebastian Röder +2

In public transport networks disruptions may occur and lead to travel delays. It is thus interesting to determine whether a traveler can be resilient to delays that occur unexpecte…

stat.ML2023★ 12 cited

One Model Many Scores: Using Multiverse Analysis to Prevent Fairness Hacking and Evaluate the Influence of Model Design Decisions

Jan Simson, Florian Pfisterer, Christoph Kern

A vast number of systems across the world use algorithmic decision making (ADM) to (partially) automate decisions that have previously been made by humans. The downstream effects o…

stat.ML2022★ 3 cited

Uncertainty-aware predictive modeling for fair data-driven decisions

Patrick Kaiser, Christoph Kern, David Rügamer

Both industry and academia have made considerable progress in developing trustworthy and responsible machine learning (ML) systems. While critical concepts like fairness and explai…

cs.CY2021★ 10 cited

Fairness in Algorithmic Profiling: A German Case Study

Christoph Kern, Ruben L. Bach, Hannah Mautner +1

Algorithmic profiling is increasingly used in the public sector as a means to allocate limited public resources effectively and objectively. One example is the prediction-based sta…

stat.ML2021★ 3 cited

Distributive Justice and Fairness Metrics in Automated Decision-making: How Much Overlap Is There?

Matthias Kuppler, Christoph Kern, Ruben L. Bach +1

The advent of powerful prediction algorithms led to increased automation of high-stake decisions regarding the allocation of scarce resources such as government spending and welfar…

stat.AP2021

Global Trends and Predictors of Face Mask Usage During the COVID-19 Pandemic

Elena Badillo-Goicoechea, Ting-Hsuan Chang, Esther Kim +10

Background: Guidelines and recommendations from public health authorities related to face masks have been essential in containing the COVID-19 pandemic. We assessed the prevalence…