论文标题
在寻找山脉的稀有现象时，使用广义能量移动器的距离
Use of a Generalized Energy Mover's Distance in the Search for Rare Phenomena at Colliders
论文作者
论文摘要
在本文中，我们扩展了先前提出的能源动机距离的概念。结果可观察结果显示出一种识别质子 - 普罗顿对撞机实验中稀有过程的方法。结果表明，不同的过程以不同的方式分组在一起，这可以有助于改善实验分析。大型强子对撞机的$ t \ bar {t} z $生产用作说明该方法的适用性的基准。此外，我们研究了这些可观察到的新功能的使用，可用于培训深神经网络。
In this paper, we expand on the previously proposed concept of Energy Mover's Distance. The resulting observables are shown to provide a way of identifying rare processes in proton-proton collider experiments. It is shown that different processes are grouped together differently and that this can contribute to the improvement of experimental analyses. The $t\bar{t}Z$ production at the Large Hadron Collider is used as a benchmark to illustrate the applicability of the method. Furthermore, we study the use of these observables as new features which can be used in the training of Deep Neural Networks.
