Understanding the principles of real-world biological multi-agent behaviors is a current challenge in various scientific and engineering fields. The rules regarding such as team sports are often largely unknown due to their inherently higher-order interactions, cognition, body dynamics. Estimation from data, i.e., data-driven approaches machine learning, provides an effective way for analysis b...