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Fitting the BumpHunter test statistic distribution and global p-value estimation
Louis Vaslin, Samuel Calvet, Vincent Barra +1
In high Energy Physics, it is common to look for a localized deviation in data with respect to a given reference. For this task, the well known BumpHunter algorithm allows for a mo…
pyBumpHunter: A model independent bump hunting tool in Python for High Energy Physics analyses
Louis Vaslin, Samuel Calvet, Vincent Barra +1
The BumpHunter algorithm is widely used in the search for new particles in High Energy Physics analysis. This algorithm offers the advantage of evaluating the local and global p-va…
Toward the End-to-End Optimization of Particle Physics Instruments with Differentiable Programming: a White Paper
Tommaso Dorigo, Andrea Giammanco, Pietro Vischia +33
The full optimization of the design and operation of instruments whose functioning relies on the interaction of radiation with matter is a super-human task, given the large dimensi…