Optimal event selection and categorization in high energy physics, Part 1: Signal discovery

Konstantin K. Matchev, Prasanth Shyamsundar

We provide a prescription to train optimal machine-learning-based event selectors and categorizers that maximize the statistical significance of a potential signal excess in high e…