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cs.LG2023
Systematic Bias in Sample Inference and its Effect on Machine Learning
Owen O'Neill, Fintan Costello
A commonly observed pattern in machine learning models is an underprediction of the target feature, with the model's predicted target rate for members of a given category typically…
hep-ex2023
Underestimating the uncertainty of aggregated results: the case of W-Boson mass
Fintan Costello, Paul Watts
Estimates of uncertainty or variance in experimental means are central to physics. This is especially the case for `world averages' of fundamental physical parameters in particle p…