15 citations · 22 across the 5 of their papers we have counts for
6 papers
Representation of Distribution Grid Expansion Costs in Power System Planning
Luis Böttcher, Christian Fröhlich, Steffen Kortmann +3
The shift towards clean energy brings about notable transformations to the energy system. In order to optimally plan a future energy system, it is necessary to consider the influen…
Insights From Insurance for Fair Machine Learning
Christian Fröhlich, Robert C. Williamson
We argue that insurance can act as an analogon for the social situatedness of machine learning systems, hence allowing machine learning scholars to take insights from the rich and…
Strictly Frequentist Imprecise Probability
Christian Fröhlich, Rabanus Derr, Robert C. Williamson
Strict frequentism defines probability as the limiting relative frequency in an infinite sequence. What if the limit does not exist? We present a broader theory, which is applicabl…
Tailoring to the Tails: Risk Measures for Fine-Grained Tail Sensitivity
Christian Fröhlich, Robert C. Williamson
Expected risk minimization (ERM) is at the core of many machine learning systems. This means that the risk inherent in a loss distribution is summarized using a single number - its…
Risk Measures and Upper Probabilities: Coherence and Stratification
Christian Fröhlich, Robert C. Williamson
Machine learning typically presupposes classical probability theory which implies that aggregation is built upon expectation. There are now multiple reasons to motivate looking at…
Teleconnection patterns of different El Niño types revealed by climate network curvature
Felix M. Strnad, Jakob Schlör, Christian Fröhlich +1
The diversity of El Niño events is commonly described by two distinct flavors, the Eastern Pacific (EP) and Central Pacific (CP) types. While the remote impacts, i.e. teleconnectio…