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Quantum computing for data analysis in high energy physics
Andrea Delgado, Kathleen E. Hamilton, Prasanna Date +22
Some of the biggest achievements of the modern era of particle physics, such as the discovery of the Higgs boson, have been made possible by the tremendous effort in building and o…
Tackling limited simulation and small signals
Carlos A. Argüelles, Austin Schneider, Tianlu Yuan
We present a new, analytic, Poisson likelihood derived, technique to account for the statistical uncertainties inherent in simulation samples of limited size. This method has bette…
A binned likelihood for stochastic models
Carlos A. Argüelles, Austin Schneider, Tianlu Yuan
Metrics of model goodness-of-fit, model comparison, and model parameter estimation are the main categories of statistical problems in science. Bayesian and frequentist methods that…