Statistical hypothesis testing versus machine-learning binary classification: distinctions and guidelines

Jingyi Jessica Li, Xin Tong

Making binary decisions is a common data analytical task in scientific research and industrial applications. In data sciences, there are two related but distinct strategies: hypoth…