Binary Hypothesis Testing: A Robust Framework Against the Look Elsewhere Effect

Han Zhang, Xue-feng Ding, Yu-Feng Li +3

In particle physics, discovery claims conventionally require an observed significance exceeding $5\sigma$. However, the interpretation of a $5\sigma$ result depends critically on the testing…